{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f74ebcc0-cad8-4716-a494-e5e598861227",
   "metadata": {},
   "outputs": [],
   "source": [
    "import IPython.display as ipd\n",
    "import librosa\n",
    "import librosa.display\n",
    "import matplotlib.pyplot as plt\n",
    "import sklearn\n",
    "\n",
    "%matplotlib inline\n",
    "plt.style.use(\"seaborn\")\n",
    "plt.rcParams[\"figure.figsize\"] = (15, 7)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7efa0b8f-02a4-43a9-b4ae-61622d57dc48",
   "metadata": {},
   "source": [
    "This is the first part of the project. The main goal is to investigate available methods for audio, particularly human speech features extraction.\n",
    "At this moment, we use only one data sample from the chosen dataset. Additional exploration is needed for the whole dataset and is done in further steps."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0c7b741-fedd-485f-9c26-1ceb440d6596",
   "metadata": {},
   "source": [
    "## Data exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "615a6f7b-f26e-4061-8af6-4bc3a3f5955c",
   "metadata": {},
   "outputs": [],
   "source": [
    "audio_data = \"./accentdb_extended/data/indian/indian_s01_005.wav\"\n",
    "x, sr = librosa.load(audio_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0d7b5ba0-bdb2-46f8-ab23-577a4dfeef30",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(88200,) 22050\n"
     ]
    }
   ],
   "source": [
    "print(x.shape, sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "24bb460c-84d6-4d9a-ba6b-98015c4402da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(filename=audio_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97b24f07-2c72-4184-8b83-565980889ac5",
   "metadata": {},
   "source": [
    "As we can see, the given audio sample is sampled at 22050 Hz, it has 1 channel and duration is 4 s."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75c14073-cdac-4df5-9f8f-d5c711f5ab5d",
   "metadata": {},
   "source": [
    "Lets start by plotting our signal over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fdaa9ff1-324f-46c6-9ab0-a06a191a2248",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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few537NuGSi0FJQTVKEAcp/iTz/4EKeNYKtX8cWrC337/BMZ+9s62vJe/FlanWksAAIxxJDGDADA3V0YOAknCUKslWCrVUa7EqMcpKpUE5Yiqcx6IEwYCgnIlRhBQRAFFpZYgjhnK5TqShKFOZC+bpaU6mOAIIXDuwhyK+ZZ1b64p3jg/j6WlGigF6vUEnMu6p8WlGur1BEnKwVKKlHMwLhBQ6YA2O6/rMUM+FzT9nOvxWpiaryKgBCnjgOCbYv+vx+OwGfHHofes5li2lM/ywAMP4IknngAAHDlyBDt27MDAwAAAIE1T/N7v/R7K5TIA4JVXXsHNN9/cysd4PNc0jfnbBARMdWePEw7GZKEv47LZoa5NEEKAXqWZ5/WKzxjpHkKnhQlbK6PPSl3Azhk3aVK2Z40+TsSRKrYKabrA3YgSQIlsKIGCI2dnm47nemSpGst5zYgHKNEF2H/L/wD+5genMu/1V99+A4A06D3ZzBQvHuDxbB1aWva6//77cejQITz88MMghODRRx/F448/jsHBQTz44IP4zd/8Tfzqr/4qwjDEHXfcgZ/+6Z9u97g9ni2PMfCIUOmcVl1KcIGUKYeGUqSmGNh/wa6Gn57uocrCVKd7ZfqplGTtsDABcM5NvQzXNSCOoWicHUccwEhBQ2Rfz6WD45FoFUUGIhc+IECUw5ipYYLj1yjmS/XMe+lr5+yVJYxvK3ZpDzYveu4yTU49Hs+mp+V4/ic/+cnM3wcPHjS/f/zjH8fHP/7x1kfl8VwPCPtTKJUoXWgtIMUFUiZw8vwsRgcLTV/qyeJXVruHdrLdQn9qnlOOiuAqyqiNRB2ZQfa1XPZzcmWg4TxnGnx6ueIMem6I47VkxAK0XINRErCRXncWv/WT8+aYpMx7jkDm9uxvuB7PFsInKns8PcIaePJbk5jUHLkSm6qC3/mlGPkoMJ3Ydbd3TxNEczETT/sRQp6z+rzk8gH5nJZq5jaqoNPKAK125vSuEQIcJNOLRf+0qVZiWZ+n6x0bUXBceqHTBG2qoH5eNL5WcX6yZI5HnHrHBrCRRo/Hs7Xwjo3H0yuUUyPU/3WDTm0kpozbGhunngHwKVcrohpGer+m83DrhShnXDo6gIrAOLU3bi2NfIlQMrpKwjmAMayN3DNspIcj+14eCcv0sLFpUxw2GqYjwHYbeYzcaTTzDS+prXHTIj0ez9bBN8PweHqEyXsXevVbrW6rQuCUyVQ0nX7jGij+q7Y5pr7gKiw01Bd4WkClT8pzOBMzcCI2wjaL5NkeNW6kx0R3hG3MqaNv+j30632TTovp7+MueChncVkqVXZtJPs+TgQt9RMMQNYr+futx7P18I6Nx7MJ0DU2bid2xmXUJpN+I9wXeFzihKEap2uamhOXFjo/oGsctx7GRFpgoy5cRRq5kBEE7rzGODuZ19vaG+5EHnSNjq6x8REbi5lfRxUNOsXVDeQ4c222cv5wI2WM+fkF9DlqG5t6PJ6tgU9F83h6hMmPF7ojO7Fd2gVMjY1e+QZMKbD/nm3CmStLeO307JpSR7g33jaMjjLq81Ub08++PimjBsrgNtEW7jg/gH5x1qHhrlEuVPSBW2Uv7lOlXHjD/BnJADWJQggIQpxn5FZyG/s+biTNOzaSrx0+a6KRHo9n6+AjNh5PjxDOPwglnaskb2XEhpsceu4YHiDA8Qs+4tAIpctrB5oxOV/FfCnuwoiubdzIiTGkAbx8csYYhDYCqdPMYJx5+Tr7T6ehmWJ3E6WxER0fscliapDcOhpnru1yCJQTCccJkiQpNw7Sq6dmwK6D+V2qxChVE7x+dg7Hzs013ebCVDmj3ufxeLYGPmLj8fSKhlQRSpXcM3SNje3bocUD9Gq27vrusWjBgKsZvq+cnMGkb0K4YUwqGqTzQSCbO3Iuo4qm74ypm7HRFpteppwVCNBmKVPqfJf9cGCcJI+EcW7radzj4TbshJ1XXRj1g5cuGefy5VPTZttSNUGSMrxyagb33DLWzV3pKicuLCBhHEfOzEII4I4bR5Zt05ge6fF4tgY+YuPx9IhMxAYAQMCc1W3GnIiNYyDKWhyfItEIJcSsYK9GuZYgDAiePjLRpZFdm7jOh57zrzx5Rp7D6nmeiTgK48SLBiNcP25qcJyf7vkv63Z8cbvGRLu4yDiEwvwv+1NH0l45OWO2ZcwKB8SpFCypxaybu9F1GOdIUm7mr9Jkocg9B9dyX/F4PJsD79h4PL3CLKWKZXLPgIzYaMfG2RSAjux4XKjq73O1EoxanIISgiNnZrszsGsUG7HRtTPKyGY6umhloKGdE1X3saywXRuPPLtS3pjS5tabedT9Asic843HQ8+he8dwo5qyjk++h3Rs+DXfpDNlwjg2XAi81uReoCXLV1OT83g8mw/v2Hg8PcL2BrcOi/4ylaloHIxza+y55b/CNypsRNfYPPHMuVW3S1PhU5ragJFfNnUIVpocukbGkSnPGNryFY7DIq8HLbEr1N9Zx0co8YDe7O9mxDQ3NVEv+ZPzFSxyYe8vek51xAYAUuXYsGvcsTGKk0LgmaOTqCccE7OVzDZadlz/5/F4tgbesfF4esBPlHKU69RQQoyhAtj+HTYVwk2P8AWtjRDVU+XcRGnV7WTzU+8YbhTXoXHFAJalkTmpPK5qlwnauBEao/6HzHu4578XD7Bw5exlm3A6ETBYJzPrVMq/v/DdE3LxRB2fJGVgTCC5xpXRmIpKaQenVIlx5sqSfV7NCVdy2g05wx6PZxPjHRuPpwdo5SizqJpZ9ZYPyx422XQcvX22b4UHsDU2V0ujISCZlD9Pa2hHxc0ss/UwTo2NqY/RqWY2xUdk/mkj0qaruQ06fR+b5ZiFD/MIyRwPs3iiHtHOv3Yxy7XUpLwKIZCw6ydikyjHBgDmlmIkqd3nzzxxDLqXmODZOfR4PJsb79h4PD3A9J9w0xyIXoGV1gjLGIXOCqxZFfdftC5SFU2soT5AbiMEMsaMZ31Y58SGAkxaFNzaGEeyGY4IhrON7YXjpqLZf27KlY7qeGzKXqbeCTbKpR602xrHUW0trFMjFwWEcXSuZRgXSFPrwNXiFPXECibUE24bn5pztSdD9Xg868Q7Nh5PD3ANB22cEMCsDsp0Kbui6KbjyNdcvUj+eoQQsqpRVqmlqKdcGXPAZ7/5RhdHd21hnA7uOiAwfVB0xEZv7aZDNRrbQv3hnt/6Q0xalfp5jWdJrZlpJa2tm5bq6Bmg7yPufNrX6fnX6ayM2ZRBpur6rnnxAC6MnD4hQD1hiNU/QNYauU62X0PyeLYOvo+Nx9MDGpWdhIDp/aGNQMZtY07OAUKsoaKLhT0WbaQ0q52ZXqji5MVFnJ1YwvxSHQPFyAswbBBr+Ol5JDaqgqxMrhAAh3XGTX0OhBO9JOY1piEtnLodYSM3HuDMlSUjumCNb0ea2PqG6qe+t9jjxoVAqnrhUEKui4hNPWG4MlNGLgrA1H7HCUe1nuLpoxO4PFMxEV2NcXA8Hs+mx0dsPJ4eoCMGxggBAEIyxiBzFALM49B/L29EuVCqd3UfNhvStCZNVbPihOML3z2BS9NlhAGV9Uvw0sEbRghQSjKRAdfpzjg3Oq3HpE0hE5HJ1I0Jxwh3rpNm5/31ilb1ciO5cnnETeVrjDqQBgfIvRdZJ4ddw2Gxaj3FC8enZSqaWgyJU4Z6ynD2SgmTc9UmDvS1Ox8ez7WGd2w8nh5g1J70A076jv4pHEPPrIqbVezlX7R/84NTHR/3ZkYIrBixiUJq6mkEhDXmAN/wsUW4EKCUmugMpdYxB2ykxUZdkD1/BaBa3CyLnln/xtbWmBoc74wCkPVhwhFVcLL3wDOGuMg4OG70Qcs96+MkpZ+vLsCxldFiFLqGkaiITT3mSFJmUoCX30b8eefxbAW8Y+Px9AK9qO0YewTZeoKMnC6yxkuzPizXrimyNoSQM9BsRV8375Qb2lVqzgX+4hu+zqYVhA25qFQmJ21MndhGSADuue1EGIR1MG3KFBwBgqzjo8UIzlxZ7OKebk4SE7HJppfBLIrYFDU3Vc2998i+Q9zMM+PcOP7XKtpp0yl3hABJymTUJmGyzog5oi6Qc/PM0cleDdnj8awD79h4PD3C9P7QDxC9ouo4Mg2J8iYVjSPzxVuuJdd97QEX2jnMPr5YiXHkzGzGcLZKUNe2EddRlLHMVaSMKOfR7amioyzGgdEGuKn4cFLRbPgy6+QIJ1qjnNGZhVpXdxVoHgnsJWnKnRo81zV057KhxoY4cw4pPMC4rXOS0Rtc09dEnGrHRqWigSBOOeKEI065rDPifNl95OWTMz0YrcfjWS/esfF4eoRxYkSDMS4cp8fxa9ztzGqs4gvfOeGLWwVMnZJLPWY4cXHBbqZWqU3U63qftxbhTSauMeVM183IlDPRcF5rh0ZkanCEc/7bGhzl3CgjvNuG9/RCFd/8yfmufubVSBhfpoYGwBFkcKLCaPjdRMmESj+zgiXSwbl247/1WCmfKQU4GbHhRhmNcW5S8lyu5fQ8j+dawjs2Hk8X4ELgr79/MvOY/eK036C2gV5jREdkV1qVwfd3T53FN549ZwwS9/OuN3TkIGMYAwiozKEn6m+9wq2N6utxrjbKUiU20uSAiiA6TsoyhGNMm7Qp9ZR2gpzX2YhP1vnR9STdLm5nTOAbz5zfVMatVO6SDiGHcOYXyrEU5mdWJc3+zTlsKhocx+YajtjUE2Zk4VMmU9E4F7K+RkVsgGxEXMA7Nh7PVsE7Nh5PF2BMoFxNMo+5URcBm0bl1iLoJ4WyWMxquBD48SuXcWmmjItT5WU1Ny8en+78Tm06hK1Tch4NKEGijRInkqDTqIQQOHlpocn7eVbi2Pn5jCNiZcqzkQI3SsNdA9s98QHpJBmP3j4OZK8HzrlKn+qukcmFwOxSfVNFRVNma46MoIL60eisN0aE9Q9dT6OPn5Y5vpadfTdikzIOomTKE52GZhzG7OuuZWfP47mWaNmxeeyxx/DQQw/h4Ycfxssvv5x57qmnnsIv/MIv4OGHH8bv//7vg3vVIc91TrPVPruKKsMMjh/jrFLrbbORCA7g6Nl5Jz8+a4zEThft6wW3UD3j2RBi1I/kBkoVDdZo/uFLl7o8WsnFqdKWNCKThGflmaEdD/e8zvopmVRKODUf6oC5EUpXTc04+7Ay5900MoUQqNbl9bSZjpWUe3YiYAC0524dzIZ7CBqiOtxG29xUNLLCZ14LxCkz9URMR2wEjFOjnUX3WBdyQfae4vF4Ni0tOTbPPPMMzp49i89//vP49Kc/jU996lOZ5//wD/8Qf/qnf4rPfe5zKJfL+OEPf9iWwXo8WxXGBZ59fRKXpsvqEWt46G9MY0w0Gib2FZkaG6Z6TlTrKZ4+MpH5Ik6uw7QJAVvAnjFAhavOJWzERkcYgJ71s5mYq2y6ovS1UE+Zo34m0Y4idwxt4TaSFda4dqMyRhDDeW6hFNvUQSf1Uhud3XRsStUE//PHp5Xq2+Y5Vmmq65IcR8W5Z4jMHKv/O3OuHUiZimbrzbhebLkGSRnHldkKAHkO6cifdpZTJSaQpFnxAIJsaprH49m8tOTYHD58GB/60IcAAAcOHMDi4iJKpZJ5/vHHH8euXbsAAKOjo5ibm2vDUD2erYuO2OheKgCxK9LILgZmamuE/VJ1V6716irjAjMLsjFnmjqOTXr9OTZaKavR9tQGnDTViLMy7Rrj3R2rJk2XFylvBdJ0ecQGjuPhmNIA3HPYkSY2r8tmp4EAk/NVY6TrqIROuep2DYhWHpNOc9c+9qoY5S6RldUGGiNj9r6h811NlAxaFc06jowJXJ4t41rk0nQZ/+NHZ0CITGfU55EWUGCMIwopKrVkmSOzmY69x+NZmZYcm+npaYyMjJi/x8bGMDU1Zf4eGBgAAExOTuLJJ5/E+9///g0O0+PZ2qSMIwgoUsZwcaq0rNjfWUy1qTjcNUYcB0gZIYxJgyZOGaKQImUcb5yXiwjXo2Nz/OKCnqrM3Jo0PQLoKE2zPindplpPcWZiCd/aZGpba0GqR2VNP+OoOw9q1S5AH4fs+7j1UKbYXR2fzN/qzZnzfLfQBr9uQLpZSJkUDbDpaMKc/82k4vXvmeMkHFU09bqzE0tYLMfd3p2Oc25iCU8fnQAg9133sQGQ+cmFFBUIA2seCcgo+Oe+fbzr4/Z4POsjbOVFjUaAEE7+umJmZgb//J//c/zhH/5hxglajfHxwVaG42kz/ji0n4QQ5KIAxf4CavUUQUghCBAwASoAQgmiKAAIB1KuvlQFwjAAJQRBQGXUgRAQIhAEFEFIEUUhCCEIKAGhBCkIxscHkS9EIFGI7duKvd71rsE4QAMCSgjGtg8iHwUAAJoL5TxSglwuBAgHoQmiKEAQyHmPAorRsQEENHsf6+S1sFCqI+ECl+dqW+6aC3PyvHNnS56bUpmOUgJCCCilIEKABkLNf4AgoKCUqJ8UoTqPKeMIAn2uQz0voxK5nL0OolyIQjHq2pzRXCivN0owOjqAof5cVz73akRRgFDIuRKEKKcPIIIjF4VIlGQxpQBT39lRFIBDCmpEkZ5TgjCQx4ELoL8YIQjosvldbb61Y9B4/WwmfvDKFSxUlIALIRmbhVKCSj1FLgpwbqKEYj6UoiP6eUJAKEU1YT2/Vnv9+R6JPw6bl5Ycm507d2J62qouTU5OYvv27ebvUqmET3ziE/jt3/5tvOc971nz+05NLbUyHE8bGR8f9MehA0xMlkAgMDG1hCThiONUFqumTBaqco40YarjNZRCD0dAtbytTJtgSsknSTkoSVGPKJJUFjbXY4aZ2QqmppYwv1DFUy9dxDvu2tnbHe8iswtVCJU3/4OfnMWbDowDAL7y5GnU4xRCCMT11Dbji1O5Cs8EEkrw7/7yOTzy4TvM+3X6Wlgox1gq1cGY2HLX3MJiTaajOeEAxjk4CCiVfUAolR3dCZEpZCk4avUUScrAuVDpbBxJwhDHqZLf5aCUyPM8ValCAqjXU1BKQQkDEQKLS7WuzdnsYg31egoCYGp6CfXK5nBsypUYhMjrPmEcccJMdKteT5GovyklSBMGECBOKJKEgcmCIeOMJilHEDPEqbznJAnDX37tCB582z4AV78Wjp2bw+RcFe+9b0+3dn/dvHpiCpPzVQAAYxz1JM2k8C2UYuwYKWK4P4dqnGYiXYzL+0W9nvb0WvXfz5sDfxx6z2qOZUupaA888ACeeOIJAMCRI0ewY8cOk34GAH/0R3+EX/u1X/MpaB6PIk4ZwoAiTrhsrCdsXw6TPgWdjuPI5rrPq3SRlOl0KmS24VygGqdYLMfG0LmeqNZTAHI+dN0RALxxfkGlR8kVWlvrobeQ6Sdx2t35kr0z+JaUkU1SeQ4vS3PKzGtW2Q8CmbocGfknmb9tEbwwj3EhcOryIvRxEkKAd7GPjU5ldGtsNkOqp64RWTYTmflFQw2TyDwnkFUT5Kp4Pk45vnL4zJrHcvi1CUypGrfNiBACPzk2hUvTFfW3rMmrxdLJpgTIRwHmlurmPGxMO5Rz4/F4NjstRWzuv/9+HDp0CA8//DAIIXj00Ufx+OOPY3BwEO95z3vw5S9/GWfPnsWXvvQlAMDHPvYxPPTQQ20duMezldAr0XUdlXFqEbS94Ra3L6v7cIwTW/juvI9SA5ucq+GHL19CqjppX09UY2bmoRan5nHu1DPpGXXlhDkHKO1u3QYgj+9WbfqnnXMX46Q7TokQMj0QyPpArnKA9o8uTpfRlw8dwQD1vlwgTjiOnJnDwf0jMoLZxVoXLgSOX1hAfyE058h///rr+PWP3dW1MTSDMYEgyDqEEl1fIyNfNcYyKWJnJ5Zw064hcAFQCHt9KCcSBIhjef+IE4acSulcjTOXF3H7jds6sJftQUdq9PUmVB1NLlQpvpzISKKw0s6ZBQfnfPR4PJublhwbAPjkJz+Z+fvgwYPm91dffbX1EXk81yCcS6Pv1VMzRkpUK0TpXO9METXcKI563C67OivjqmhY9WLgnGNuKQYX15djw4UwjfeEgOk7op8z2gHQzox2dog0pDnpumPDhYzY0E1cl7ASukM7cyInXMiVb62KZqIvFKYJoonymF0mJkpZqaUo5oJMJA0ALkxaxU3BZaSym63RtANHCMGLJ6Zx444B1Lsc3WtGyrWggb4LOPcNdQwSxrFUSTDUH8n7jLDPQUi5AdPbU9ioRKom+LPffAP/9KN3XnUsriO6Gfn2cxeQCyni1Mo7A7KeaL5UByUiMw+UEoiGQ6ydvnrCTP2ex+PZfLTcoNPj8aydZ1+fhIDsiRGnPKMGtVRxFYhExumxwkYi8xoTbXDT1dRK9rFzc0hSjnqyNaMBraD70mh7OROxyS5nZ9L89D8rU9w9dFPArZiKJiCV0dyRC+6eu3JeE6bmnjjzDetUGgdIv4cbyVS/z5fqmc/VPZy6BVdNHCkleP7YJKYXahlp9V6RcRQb5sw08uUCpWoiU7Ds7QT2ZQ19h9TrClGAfBSAC4EXj0/hamip5M2IEALf+skFpK4Trq45pX5tHJ1iPlh2vwBsml61zvCZJ451aeQej6cVvGPj8XSBI2dmASFXWXWRrzYi5kvSsckYdLAGCml4TG6jzBJhDUMBuZKui+OThOHomdku7mXvkJEDFfkSAjXdKZ7bWiS1YJ2pZ1o+p91Dp6JpI+vV0zP44UuXVtw+6wD3FtkHJDtf2sl2p7Gx0WE2fU0goCRT29SQ/dOUbjbo5ELg9JVFbB8ugKp9jlNmpZR7jIm+wPVv7OhkbRBgt8q+1jhBQjtK9nlCgEotxfPHp3FpuoTVEAL43osrn7u95BvPSjl1LgQGixHCgGRqG+Vz6icXy+YBZht5vZKtF2D1eK4rvGPj8XQBXWw8PV/FyUuLGYMayBodjY0M9fN6tRuwRolcuFaFzVygnnAwxhGnUuFoqZrgesBdwRcA6ikzalFKAAqZDdxUPqGNme4aq7MLNdNk9e+eOouzV5Zw+vJi020vTJbw+rk5TM9XN0WKYaO8P6AiNY6zzZVCXWZWGxyfKAxQraUZ59LW6Cwv4AZUdK1Ljg1jAt83BrvsYxMnHGITBCe4sNEW7njszaJeenv3YLhRHXchRSjHsRYzvHB8GinjOHlhoekYTl9exPHz85vG0WvGq6dnMVCUWfcCQCEnf6eUZOrBANXHhmPZ+WUikClveu57PJ7Ng3dsPJ4uEKfSwHOjMw12BnSuiE2PUl+4xL6gMarjGn4CUn0tVWpbcco2hXpTN0i5szItZB78f/naUXzu28el0+fk6iyLfkGnmnR3zG9cWABTEZvXzsxiaq6aaQrocmGqhCTh+POvH8OFqdVXz7vBKydnMN7QI0kbztphrCdcFq0LV/kvawITIo+dceAdZx5NnM1TlxZUnU2XIjZqBZ+oPeBcSlg3GvLHL8zj7JWlrjrHQgDCzEP2PmCcFvUzF1F5T2mow3HvM27E0l0oYEygHqd48tXLy8bwg5cu4dvPXzCf04tGt1dDqiXKmwMXAmFgf3fragDbULbZfkinliGk8hr9u6fOdnzsHo9n/XjHxuPpAlp1SH+p6uiLWfvTq62wxoFePc3IQavnCNGpI1r/SP6dpDJik6T23/WAaDB044QhZRylStLUidFwY+EtN+46TT1mptN5rc4wu1RHGC6/JTOuFKpSDsa5SbPT8ta9YFH1UHExDiOEqh/iGOrPLXcqG6ZYn7ujg3kbeVA/GiMjAZUGerdU0UzESe2rlAXny/bh5RMz+Nsfn8bzb0xBCIHXz87hlZPTjW/XVlLGcWW2ahdDAADZOdYOYBRQCCFw9orqvaGcHMZtZNgutti6L0qlqMZ8qY43zs/Ll7oOEBMygqge+tEry52fXuPK3vOME73cEePKWWyaisblsV+sxHjh+BQuz1TwNz841cGRezyeVvCOjcfTJQSA/kKkfheOMWKfN78LNxpj1Yz0QqpaFM+sXHOVKsFU88M42Zo9UlpB9XG0Dl7CTUqNTjczmKiNioLBzv1ffut418ZcT5iR7k6VelWoFNJmF2uo1lMcfu0K/vvXj6GeMNTiFFwAX/7hKXzlyTN47XSP66eanFpuKpP8O+vI6GjO8tfBRNZsumU2YpPPBciFVDpO3UpF41lFPd17qNEgJpQg5QJPH5lALWZ48rUreProZEfHxrmUNTeOu7Mw4jorgFZMFKaAfqkSI44ZTl9eVK91513eZ3aN9qG/ECLlHDMLNQQqUvG5b9trJOVcXmsAKFG1hJuMWsyME64bvmqaR2aavYswczgxW8Frp2cxX6pjSslIezyezYN3bDyeDuM2ytOSuM1WCzOvUWkvwnkP4RgfOorDsxa9bJzIpTpawviW7ZPSEsoC1Sv6RvFJIGOcmlkXNn1KO45aMrobWMdGIOVy5TtQqWhf/uFp1BOGo2fnUK2nqMdMqdwJzJXqOHFxoesNRV0InPQ+B5PepKxDV3FLbWGM7YVynK3/kE83rQ+Rnyn/p+sgugFrSHtjvHnEhhLZzf65Y1P45rPnIZTIwMsnp/GDFy+2fVzfff5ig4hCYyyy8R6TVZ9bdIQo3J5OjY1rAVtvM7dUx8RsJSulriKOnMs6v80WIT5yZha1mDmS6stV+BpZ6TEd7eFC4OJ0GbOLtevr/urxbBG8Y+PxdBiTfw5pJBTzoa0lMPacNi7clW7XHGyy+g1rlOi/05Q7xt/WlBJuhexc6aaDTuQAkM07YaMGev5VTMc4Qt1Cq+NJA5WDcyl0AMhaqf/549M4P1FCtZ6iFjPUE4aUSaM+ZTIi1zNcSSmHIJAF9lr619aowJl7+Xu1ntpaEBNZQ+Z8bjwelBDVLb47+67Tj7RhzFU0lEPgq4fPmO3CgOC1M3MAgMOvXcGVuQrmlur4P774Mk5cai4IsRFOXlpQkUd5Hi9WEkzOV+19w6Sqyu0bI2UyIix/vzzjSkGTzD2IEALO5bkapwxHzsxhZrEGAHjm6ASm5msmqkUp2RQy2JrXz83hmz85jzhhoCpkw1i2yqu5E9MsiiPMfur3YeL6ub96PFsJ79h4PB3mc98+YX5nqidGs1oDwE0dyTo6QBM7UmRXk4WQqSEExChS9aq3xJkr7TfmVsPWBzi/q/nJzKN2anSUBsvTp7pF7DRq1U6ojtgkKce5iRKmF6qYVmlp9ViLQciUol5GbICmfg36cmGDQb1yn5rGiKR8T9H8jQHTS6ZaT7t2rFImryGTiqaiohDAldkKANmb6vVz8yjkAhTzASbmqjh5cRGLpRj9hXBZ/Vc7kOeBdDogpLOlIynm3BYwEQXRMK3SsREYHcrLMZrjJDL3IAKAC1nXxbnASyenUa2nKFUT/NW3jmN2sWYK7gkBEsaNvHKvOXVpEROzVfQXI3PSNTYSbebENDtast+UTUHknCspebFq1GYziil4PNc63rHxeDrMd567YFZQ5ZcgMallGdzV6saITcOKq91G/iINEJ0SAiMj3KsVxa8e7q5ikOu4aKNNwKbqaWMPyM6iTZWSc9VNJVdd1GyjSzAry9qAJoRACOD549Ooxcz0vdECET/uUbH2StPkRmUAJ73JfR72fNUGt86odM97IQTGhvIY6s+ZT6VEGvXdiqx95oljGaeAc4GEsYyDtliOsVCO0V+IzPEDgCCgGOrL4emjE20dk+6nAmIjWplUK1iH3RrdDfcOCOlwCVm7xJ1t3IgNAAhu0yaXKjEoJfjLb72BJOUIA2LrkIjsSXR+Yqmt+9sqr5ycQS1OlYCFxb2vruf2yJwGn0xIx5wLgf/2d6+v+Bq3Hsnj8XQH79h4PB3G9Um0o3FltpKN2DiWnxtFkI/ZDuOu4Z1NnSLGQJbpI71NRXvu2NSKPVk6geO3QDhpI7qLuPucjhRoAQf9Ysa0rG93SEzERq+o2zQZplaCKZHG9GI5xiunZmQKjDquacrx4vHOKm+tRvPV7mzlTVaFSqpruQaim4rmNqIF7Lz0FWTfEeK8plviAaWqU5wP7XAK8zsATC/UEAV0mVNMiXZC2jvW//i3R+x5rcYQKMfGDR5QQsxn6/N8oBiZv900VlvbRLLzr+4xcZKCMdnDhzFZcwMTeZbjiAKKUiXpej+olZiYq4AQgkotWZbCa39f+1j1OacXk3TKa7We4itPnsG3nlseqXLrkTweT3fwjo3H0yX0lyuBTG3QRkkuonaVVXk2OtqgDT2ZG24NGP1+xjghdgVcR2y0ik+v+NSf/yTzd5ywTNFyO2lUgjIdxLVhbQxBLOsD4zoThKBrUZAk5cZwNClYzip5ylTjVXWelKoJpuarJv0lZhxJD9LRhFDplE2fA/KR/VpxU38EgIVSPWv4qn3W565rrNu6s+xnyJqk9u3Pauh0P9cBS1VPKsFlymWcMpRrCaKQoq8Qor8QqojU8rG3g3os08LOT5aN86ebRl6aLgNCXmvUvVfAHi99D9HS2iJz6tnFEjdFM0m5FCRJOVLOESfMvg+X7xEGBEuVxCymxAnDrKrH6QX1hIESqYqWjX6v4OVchcziCfT9V567E7MVHFU1Vi6bxcnzeK4nvGPj8XSYsaF808fjRPYniULZYwKZKI0jOiBsw7zGmhqZYy9fICMReuV7c4gHHDs3h2kliXpxuoxnOySBa1eepTlcT5iN2BjDjTjbuavNdo4FgGPn5jsyxkYSVbthIzaWTAF+gx1WTzgm56tK2rsrQ80glf1W8GyATJNR7u6cWG7sc9iV70YnRjRsC+cjWRfEA+QxcM1ZZeQzDi1FPTlXheACU/M141hHIcX4SFE1gGzv9acFF85PlsycnZ8sZcYoIDCzWAcAOBlqJhJse2k5ghkmCtGgaOekPeq6Pc6sCprZTi/GOPv86ukZfPmHvevzkqZylSdJsqmLLfo1DjbSy5VCnysskNnSefD5Y1MtfZrH41kf3rHxeDpMMS9TaRrTHuKUyTqLBsPW/BQ2PcntCwJoUSobpbB1OzB1GVqKtdtUaon5fa5Ux4lLCwDkCmrQoTtOxn4WclVbF7Hrx3RTUwAmr8mNJujaFXelu5MkKQcIUYahHMjEXAU/fuWyUWECWR51k6lBXK2id9+z0UZt01OrwTsxUTRkH2v8Xc+B+3KT8iP0GW5JuyArnKqIGoFV09OLBTpCWI8Zjl9YkM1FzSKDGr9j7LoKcBvhyJlZCADlaophVXtUU048AGwfLhiH3U010w5mJuqg55nbJEjXmdTXU5JyU9sFEJMKaSTndcRR/83lPM0s1vH88Wk8+cplzJfqXY/eMJVzmjCeWRzILg6t85i4CyLGKefmnGhEf9SPX7mMZ15vb62Vx+NpjndsPJ4Ok5VcRcbYyBgegBO50f9UNIFZQwKAyW+3jovIGMgCchWxUktlZ/Au8t++botp+/IRpudr+Oaz51GpJUb1q91MzkmFKm105HOB/N2IB8i5uTBVli+wQQTHEJTpX7QLd8Wp+ao5pnrcgMDpy0v49vMXbLRNHeOhvtyy95hbqvck1ZBx1YupeTLasshT43nf6LzoyGOjY+9eH/koyKRhpmx1Nap2kDI1KMch1qlHMsInUEtkGpox8M1+Cbije+XUDP7im29seEy6OahWIQOAPWN9EJApgCZaK4RJEVMjMlEGPakm1bXBkXHFG3RTT12rox3uTGNgs3og/9XiFJ//znHz+I9fvYJnjk7gmTaLKKyGWdQQYpnTkXWyW3hvwLlvyLTIZhGbExcXzDy9eGIaccKxVIlx7NxcW5xcj8fTHO/YeDwdwO3AbRwU52/A5qYvM/SQsT9sVKYhkOAaJW7Ux0YmBGYXa1god6auZSWSTH8VgVI1waunZ/Cl753KpCm1k688edYYZVzIdKBM/QoAHdXqL4ZqaMIYiVCvTRjPKFt1imPn5sGEMMdK+TUyNTGgxng0kYImhtDlmXLXGlW6uGlIjbjnrdwWRt48HwVyG2cDN7rgOqD6c/Tc9BfCTCQt5RwvneiscEKiamncMeu0Oe3g1GOGOHV69sAZO7ezUU8YSpUEGyVh3BxzPSaq6rAIIarWTn6sm64nnLkVznuZyI7rkKnfU9WrJVUyx9rRMdFEheuAUgolSy5rkQiREdyjZ+fw+rn5jtXYNeL2DgOQuU4aUzvXihSxUOenyJ67jPFljv4PXryUPZch8Dv/4cf4xrPnfe2Nx9NBvGPj8XSAJWXEPPXaFac4XH6ZBW6Oe8MXsHzccVoaVlRdtJGVeUQo/0e9LmXdU5DSMC4QhRS5kOJvfnAa33vhIqYWargyW+mYY+PWI8lfnHmEnl9n1ZpkV12FmS8psSzrFjrHUjXOqCyZPilq7uoJMwYlpdYZ1oQBQa3OICBwocNjbaQxAuki7GQbcqqGzFU1y6SgAWCMWwNbyNe4f5u3VMZkyoSRy+4U2vCHs0u6R5Q28uNE9xbKOp/cGXMYEJM6eEqlZbaKa0C7xns9tnPBlEPsRrR0bZN0oOXrtOMmHxeZ46L3nzFhhEuE+/7uvjYosdUSeV7GjIELYKmaYG6pjrmlOp45MoFqPTVz2Cm08p6tF3KdvAbPeo1EATULEPqeLqON2tEFvv60lblnXKbAvX52Ts6Zo1TZiwUJj+d6wTs2Hk8H0Ckjr52ZzToqACCsKpH+ojQpEw3vY7Pfl690Q9i0CmukC7lETnSaBO94yk4jKRcIKAEhwNmJJbmKzAQKuQA/ePFiRz7z1KVFQAjH2BN2Pszc2zokIQTOTZTsdsqw40xu/+0m0q3txK7ek8xK70IpBiFEdrdX/UOaRWxyUYClaoI0FV3P3de9kpqlounzMPOYyBr6QsDolut0KO7sozbdG5urulFPxriJlHQKLcetL169vzrtiDGBeuo4NmondTqYHvfoYAG1OIWAwNefPreh6zFJpeCElnTX43EXMLTT0CgcolNV9cMZSXS9AOC8JmXc1NO49UKN7+06rXbeBFgqkKQMpWqCeix/Xpou4+kjE/jyj07h8R90TliAcaEcET0n9jn39/X4VqLxp3Pe6rk9O1HCpZkyvvPcBaVMKfCkWtziArhp1yA4F/jGs+c2tH8ej2dlvGPj8XSAOGV44fgUjp6ZM8a0RRtq2qDQhpJN+cgpyVzZBE6/KvstLAQgFyJF5p3dVn0ps+pa3YIxbtKPBoqyaaE2Wi/NVDr2ua5RLYzBYaM1egZlpMt5kXFu5HOMdz4drawEFnR0TaOPu44WJKpvSOMKbyEn07pqcYqTF7vXLwiQSncAmubxCC5QT9LsY7DGNqVKvlrYRrIAnJoQe62YlCv3n442KKWuTvKZJ445nwuzv0ylFUnZY7twYBYmHGEF/bJ6wqWENxf4zBPHWhrPqUuLUiYeMA1OAajidV17Y+dQOzr6VLbNaF2yzk0mTUv9nqrie6OixkV2u4ZxmoazQtVCpVKQg3GBibkqJuYqOD9ZwvHz8/jeCxdNfVw7SRlHFFFzDq0UtV6HX9OQLmmdVyFUKpqQTt1ff+8kTl1eNOmIScIg1LmdiwJwIXD2yhJmF2tYLNeXLVp4PJ6N4R0bj2cVFlusT0lSjsVygtml+rIVd/0da+s/pOWRMG6+MF3nRK+iZiM2ysgQ1t1xnRodpWjMh+80C+VYKSYRHTjKGLCdLpptFsFyjWVj9KkHFspxJrLDhe5n01nHplJLjSHaCCG6z5Hcj1QZri76nMhFAZY2ULdwcbqMU+tspPq9Fy/JMTR5Tnaozz4mC+ltmqRQJ2rmvODCyG1zlTflimHoqIm5drjouGOzVE3sR8PurzHcmTCKYXAjrsYJsC+qq/QsHe1oJT30ey9eRKrPA0ctTzoxtrZGO/N6flxH0Zzrel/0wgrUcWpyfRZzoYn0CPU5jY1XXWSqIDfpX1KUQ0aapheqmF6oYaEUo1xLcfTsHP7v//EavvbUWbST+VI9k+7WjruOPqbaybMNSu1jqVqQ0NEuLgSePjq5rI4pTjm+/MPT+PKPzmBKyeF7PJ724B0bj2cVjp2fw8Ts+lYUE5WeUnZkj11DwEZssoZGpS5XuhvTdrjzhei+g359ZklbPesa9t1MRfvS907I/HZimwYaZ00ZAsfOzeHKOud0rQjHgXJV5cxcqed0p/tqPXX6cCiDlVvFqU5RNTURy00uqlLRCnkZlWFN6qS4kI0Wy7VkQ6p3Zy4vYqlcX9drGg3mxnE1oiOL+jywK99uxMZNSxPZ898x4PUxTVnnHRvtsDTWnsixCDMG6dAQGRkVTvKouY5lLY4+Bxnj+GwLCmnSmXPHYa8vZsZox1uuZSNnjOv9ye6Hnneg+fELAh1xFeZzmBPy1I6qO87Dr03ItE5FPWHgQqo0zi3VUaomqMUMlVqCaszw7NEJc0/gXGxYZEA2L22v3L1QN1XXadWLSzJiZu/XjAmTxgeoiKS6SXMOvHF+HmeuLIJASnfXE4YfvnypbWP1eK5nvGPj8axCPeb46++fXNdrXjg+jZRxVOop+gth1gFBY+TFSflIdUFqdnWvKcYQWb4iaYWh5ftU692Te67UUjDBTaRGQBc8AwDBQjnG//cvX8ATT3cgx9xxAiFs7rtbD6Lne6AYYaAvQqC0nd30km5EbNxibzVcaOuQKqW0ijJMWUPqj3xMpvslCTPv5Tqw333hwprGMV+qoxCF6xq7jiyudR1cp/e5jRy1480bHFGg0WHKOqdaXYoLgbjDDrspmm9YgLBjkg6LbuLpSv66168Q0hnUESgmpENUaXA8robus+QuYAAyoqdrYITAigsZjSlkepwyEmPrmpbNg1sHpX/nemLsvJh6FgHs3zmA01eWzHsslqUjAwDlaiIbnaYc1brs5TVXivHf/u4oHv/BSRw5O4vvPHcB1fr65sdFOlLNHbVWsZEZZ5+FyJyX+jxOVW8bc35zYZx7LgTu2LcN+SgA4xzffeEinnzlMk5cWMCkj954PBumZcfmsccew0MPPYSHH34YL7/8cua5er2Of/Wv/hU+/vGPb3iAHk8viVO27lSuaj1FpZ6iUksxOlQwK4dumpSlcSV4+Sq1+5z7qqzTY9/fPi+3efnkzLrGvxGOX1gwikREryib/1naaG9k39dx9IxcsNAKUDblhhA7PybNBtqx4Y3K2m0nI8Wr/0fk2Cklxghc+fVy/AkTqCt57f/6taPm+VOX1pZeFqccZyaWMLGOOgdXhnotaGOuWk8hAISULDsB5Kq33d6NILiiArpuiqDzTTpdg16PRUf1jHOVWofNRlazPW0AZCI2WjL5tTPruy6lSADHXKmeceLN8TCfvUwZ3o6/8ZgJYRp0rkScMHm9cGHqAPX5m30VcX4QXJouZ57VaXtxomWmOSr1RDbFJcDcUozJuSq+89xFzC7W8MOXWo9gMC4birZTEVKn/zbWgcnPscedc+UUm0USex6bew7kwg/nArV6ikszZTAu8Hv/92E8f2yqbWP2eK5HWnJsnnnmGZw9exaf//zn8elPfxqf+tSnMs//23/7b3HXXXe1ZYAeTy+JE74ux+ZrT51FLWY4cnoWNdVtvDEdIpNSJpB1SES2Lib7nP290bh0jUGzkgr5hbqRlc/1QohNVdJ2jv4Sd4Mgzx2bbOvn5kK6fD5gjb+qXh0Xy41y2RxSrz6rJp0djtgsP6eEtRJFo8G4HK4iIEnKEafSCXIjc2s+ZwXwyskZxAnH3NL6UtLW6tgYY89NO1t2TWS3d8dnojl6tVy9Tyflnt0eOm7RvD42+vyKE9Zw6JyVfBPBEEYpzG1w6QoPXI2nj1wx6mc6TUu/v/seccob0l6zNEaAtUOvozHNqMXMCIBoKfem2zrvLdX8lm9TT2T0VqfwVeqpiZDGCUMtZkhUtPvybCXTD+xqnHZqxfT51l7Hxh537dzodDOuUtF0rY2OsjIu0F+IHEdXCYFoJ1fI4ze7WAeBvI/9pM33Ro/neqMlx+bw4cP40Ic+BAA4cOAAFhcXUSrZXgq/8zu/Y573eLYy9bj5F/RKTMxWUItTVOryS9pdJW38CSyPZuhcbZvC0LCt2c6u/un3NKu26p/ephZ3z7ERAkaFzRUyIISY9DRguWG7UQb7Iv1RahzCGKeAQNpolGbmzqmxAcCUilMnyQgHNEwFW8PcMGYNKyGAM1cWs00T12jQESI/j3GOv/nhGuV39QSucYqWG9N8meGdcfYdw1xGRLTxLcw//VynSB0hDxuRccUB5LWZmDRLex0CrliGs53InntxwvDi8as3GZ0v1fHa6TnVA0U6LkFAzL0hdWpZSo7gQTOauNNqe7EsPVKjRRFMtIyQTHRq2Rure85Kp+B8qY5yLUWtzlCrM+OApIyjVImRpAxT8zVMzlXx9XWkrLoRIt2Hqp1iJTpaJ78T7DnJGAfT5weXtTRaEY1xgbGhgu19JJScubBOaZJyLFUSCAD7dw6i1uH+TB7PtU5Ljs309DRGRkbM32NjY5iasuHTgYGBjY/M49kEVOspCAheObW2tBHGBWoxQy1OUVerp6utTjeuzusMJZ3q4b42G2WQFpIQurO79aD06rZOG6nGDEfPrn3lcyMM9ecaDE672g7IwvjBvsgYCO3gBy9dMs6c/VRkDEnANeKclXU4KkeQP1MuuuDYNIzVeW4tzftSx2qMQor/829ezbwLY6LJq1Yey+Rcdc2y4MZ5XqPR2LgZ58j0SwGQqWlynf16wjKqgLrJoQA6Kh6gnQWzyOD8NOlIsKlGdtHCqblQj3HtZMPWB3EhHbOrpRwCwPEL88qh4apfDaxsNtYRnWuCGSPPnlONMM6diJtTDwU3WqWjEMKkaK362eq9tHGfpBznp8p44/wCzk+WML1Qw9xSHUfWeO9yI9NzSzU11jW9dG1ohzS1zqxtuKkdF1lLw4xDbNPXAPdcQCZyxZVcdxAQJMqxeeH4lJeC9nhaYH1Vo4pmCjHtKLYdHx/c8Ht4No4/DhZBCXL5EC+cmMEH33ETAOC1UzM4dMtY0+1zuRAkCIxx7xrIKxrLrvPSsPK70hczhy2Kp5SCcQYhdFSEAEQ5Pap/xHPHZ/C+t+5f+463yFB/HpVaKuVdlTKaAEADAsoJCCEIKEVKBF6/uIAPvX3jY3rl9CwoJZkAAoGcb0oJglCu3xiVNggzR3qMQUBACUcQBKCUYGAgB6Az18LFqRJoQEEJAaUURDBQSG1sCiAM17feRClBnHJEUWjGG0YBzs1UcN9t4wiDld+vWMwhDCkuTFfw7OuT+IN/9s6rfl4QBiYCtxaa2WaND61mnHMIhKAmomY2JaRj96qFUl1FJuR1HKteLoQAlMpjR6jct8szFQz15dSQ5ONmWxVZoQEFhTxWYUCRywWIciGifHjVfcifnkMYhQhTgTAM1CxQM4cb6VO1Vue06ggdSBl3AkIJCAiE49gRan+uxeGyDqSMguQiCq0luViOMTqUx7OvT+H9a7h3BVFg5lJ0oErO3Rt939ANdiklCMNA3UcowGXdkOsshmEAMA5CBMIoQMg4QAhoQEG4QD4fgVYShGGAF0/N4tSVJezdNYx9Owcx1J8z7+O/nzcH/jhsXlpybHbu3InpaRtCn5ycxPbt2zc8mKmppatv5Oko4+OD/jg4zC1UUU85BOOYmlrCiyem8fwbU9gxmMP0fBWjwwWZf84FPvONY6jUUrx+ZhacC5SrCdKUm9VzbYBwJ7+scUXObMttqkIzdLqUXh1mqoCVq7psXTibKvWlxaUaLl9ZWNXIbQdxnJjVXUK0whfAVTGtaSwoBP79F17EzTsGMl/arVCuxEjTbD494wJpysA4N0XmmVV0ZldX05RBCCqVmpIUnFOUSrIfz+xMqdlHboi/+OpR2bRPyJVazgQEyRYTrwfGOBJCUK+nmJpawrd+ch5TcxWcOjeHnYN55FUzzyNnZnHXTaOZ11YqMZKEYXqugpQJXLq8gMszZdy4c+Uv7TRl4Jxni6ZWYSWlrdXI1JZxgNFsMTjnAqVK3LF71dNHJsAYR5wwBJQaSW1dwE8JQDgxUSMdYWXO+BgXoEr2t1ZPlSMLMCqdnLmFKmq1BIdfOI8DN2xrPg9CYHqujGo1lueFOmd1TQewsajEWlMW3XQ3xoTpUaUFL2zkR6ZlRet0zhkX0JoS2wZymC/FRlny7OVFPPnCedy2whxppmcr5nyo1DYmF90MnVoGWAn2RInLhAFDklAwJhdIEsYREIIkdSJyQjc7FYjjFEnCUFGRuyRl8hjXEvCcwPNHJ5DPBfjhc+dx9y2juONGmSHjv583B/449J7VHMuWrJwHHngATzzxBADgyJEj2LFjh08/81yT1GIGCNt4rVSRzso3nj2H4xfm8ZmvH8Orp2bwzNEJzC3JpnBuP4bGtA3AGgEB1X0orNGgHR3XQGoGM2lW6r1113b1QW6Rcso46gnPqGZ1Cpt7L4whJ4ckABWV0FElLoCXTk7ja4fPbOgzdVpUJhVNCKMcpp/Iqsa56lbOewg595dnyphbrG1oXCuh6zfkOE11hnm+sRnn1dCF37q+Ym6pDsYEXjs9axs6Ajj82pXl0XY1D7rnUrWe4qkjE6t+nnyP5cpmK27fbMxXM6idp13VMXf4nUxFuzRThoAs1l+WSurUtzHGpaS7fs653uFcC/peoNMepXiAlDpeTeL3xRPTUlKaW0NaH7N20Mrb6H0X5nd9banrh7U2Pi7sQggg01YXSjEm5qpr6ntVdWoJO3FuaIVrwB5nfVxTpuW+bVqarYPUr7O1N0atkel0ZVXrJmCa1QLy3K8nDK+fnW2rEILHcy3TkmNz//3349ChQ3j44YfxqU99Co8++igef/xxfPOb3wQA/NZv/Rb+5b/8lzh9+jQeeeQR/O3f/m1bB+3xdIuqUwT7V986jlqcIuUCr5+dR6XOUKoleOqIdWrcwm+36BZAxpiVPxtN2ib1CCtYCFmJ1wYFJ2Utm74ZTKBST1Cpp8b47RR6JVkoI6UxRVX/pR/+u6fOmQ7vraINq0a1uUbJXXeitVGmxwxhj5XgUq2pU6pbrvS3How1ENdfM0GJfM+zE3IFMWUcF6ZKKFUTPHt0MlOo/Mb5eVyaLmecp8VKjEotRT4KMo74SlgnunVDay31F+Z3dRxdUQEhbOPZTpzTpUq87DrVcOd4aafYOjHO9Q1r6DJjzNrFjoQJowS20j5Uaini1HaxT5lYdzSk3QgIE1nWBjuc8zddp2PuoiWhA0qQqONLSTYVbiWeO2ZrUjqiauhcG7oPD1MnQz6itr7KLJDw7L2Zw3FurfCArq/R9WNM6MiQ/LueyO+ZF457GWiPZy20lIoGAJ/85Cczfx88eND8/qd/+qetj8jj2SQsVmKcmyjhwN5hICCo1lPUYmaiN9V6iiSVKQfz5dikyoxvK2BqvmZSrqxdpI0BFY0RMlOeACuaiKvZmJTImhVtUOhUDu4YWYwLUM5RracICMGxc/N4yx3jG5+cFWDK6A0DR+sZWYPPtTmuzFZwH7L1Speny9i9vX/Nn+lKAZvHYA3IWSVj7E6ldi4ykQA1jwICtThFqZJgpK/lW+SKEEIcw1A7CMRYhusp/Afk9oHMNsNiOTaGcKWe4qUT03jnoZ0o5EKkTOCL3z2Jd9y1E/3FnRhWKYAzCzWElGDnaHFN8sONjnorrOelXDuuDY/pcbx+dg5vPbij9cE0oVRNzee5ThghBPmIKvlm+Vimr4kQsl4K+nDKGrc4YUgYQV8+NOdckjJQIkU0vvjdE/inH71z2TjqCUOsjH0pE5xVTewF7rkrf8L81NGsVkmZQEAFAlUbqLmaUljKpLIY5wI0ICb9sp3oSBVgHRTtxNQTBkqJ+VumKxLriHMBHjiplEL/TozQQpqJ+FhHsR7LdMiUMRx+5TIO7PLZMR7PavR26cfj2cR84TsnZEqDECAgSLlALWFylU0IVGPZpyblHEuV2KziUUIwvq1gUgwaIzWuTeJGDtaLUNa8lsAlkIXK2qgHdE2AXGGtJwyLlfX1KlkvWhJX/zNjFQKkwZzVEs1Bg6jCkbNzmFpHB253FV+jG+RxIUw6XHZA1nBo1uAwTjjKHcjTB2TUysh56/85q/zrjdgI2BqI85MllCoJRofy8twltr9Nyjhml2qYXapZCXBlnNWUhK18n9VXu80x3ogFuw6ECYs4Y1DX2qlLCx2JrFVqaWYBwoxFO8ywjpVuzgg0RGyUt5wyjnItxcxCLZO+lKSyWWU9ad4E+NzEEuJEqoXp1zDn9b1CR6J1FElfN+45sZFzg3GOILDnIBdArc5W3OcnX72MJ1+9bMYGdMbxcxeNXAeFCaEEU4S5npiu4TPOj/3dRnRkyhkT3KQOa6fV3JuE/M5JGUc1TvGjFy+2fb88nmsN79h4PCtweUb2ReBC9ftgHPU6MzUNtTpTNSwC0/M1MC5QriWZFTct8wqssEq93GZbM/pz3C9Q3SNBNHwBV+spqjFbU0rHRjCpTObL3BqHAjY1jTi/P3t0Et95/oL8/fUJzC7W8Odffx0za6hxeebohEkjc+0eLoCQykaCWr8rU2NjrDFHljXzDyhXOzNXrlFs0lT06DawGj/cn8PTRydMCg9jHBDAUlU6aLrx6GI5xmJJPqY/qqaM62otkak/9RQXp5oLJ2insVumdTPnn3NpPE7MVjrSz6Yap81lt0VDjxrHcJWPWS/VPg/05UME1EZXORdImGyuWo9Z02P+tafOykhPypCqOT95cdHcf3qJrR+EuocJ6Ho1YGMS1HohRkMI8MSz5/D8seWpWGcuL+KlEzP48StXzLjeOD/XsabEomH/OBfgqoYxCimYUCll5h5s781633SEJvNPyOvKlYmWnycQx1KMQEbv2Lp6+3g81yPesfF4VkCvgidMKpClTKCeMvNFpBtwpozjxMUF8yXFhC0udp2MZguOGzFPtLNg+3woxSTH8DGOTcyQJDyjbtQJ3K7a2ogzY4OUcwWkDLUO1NQShmPn5gAALx6fxnypjun5Gv7LV4/inKobmZirmPdxV25/8vqkWSltNLVTzjM9atyn3ZXmjIHmrLhPzFXW3Bl+XQhhZLDdFVrt5LZqFHIhMDVflQpeAibCqJ1Zps7jSi3FXKluxgLICNV8qY7LsxVQSvDC8Sm8ro5JI1FEVdpRS8NsieWiB/L4amOv3dTqadMIgV5ph9AF3k0ceHO6WSennkoVPC0CoNX64oTLe4oQmG6IUup9k7Uc3Eb5hHUgeokbWYC5fuTANuLYANkmtfpzGhc6jl+Yx9eePodqPcXxCwso5AJU6yn+f//zCBbKnYm26nuMdnq146rHaaP0Ytl9BbC9xXQqW8rcZp72GOtaPyHk/TFhHPVYppgevzCPi04zUo/Hk8U7Nh7PKuSjAHVlHDJVq6LTCWpJalTHdo4UkZoGeiLz5WW+o9ucPmK/BGF+usWqgO0qz5TDderyYmeMdTMm21XeGDzAMsdBqFVLSqQRNDUvjZalSoLjFxZQTxnmlmo4cXEBAPC3Pz4DADh2bl5GafT+qfkXzjxoamolPDMe/buwRhnn1tHRzwHAN58+h6VK+wvTuTMgN8vKRN5adWy4wFI5xuxiDQIyxe/CZCkjVRwEFCkXuDKjlPvUOIQQiBOO6YUawoDi2dcnzSp4IzrdcWNu+fpoFh9KmUAt5h1RwKonzaMoNpUMKooC87fawDo2TopapZqaWgwt6KHP3TiRBu3/+NFpPHdsEoCMmAkO1FUqWsoEklRgbCjftRTAq8G4rlNzFwnscxt6b2cBxo06ay5OlfCNZ8+DMemQ9+VDcC7w9JEJJCk36ZftxkTCjSNrx+kKRJiIMOx1TYg6ZyAlnrWDq1P6tNNr01Lt/S1VzVy1k/fEMz5q4/GshHdsPJ4V0M5JknJUY4bFcmzUz6Rcq+pJkMjIQKpXVh2nxk1F65Q74X65ygiOuw8wX5gEwJkrS8bQbba/7RiLdhjciI0cm6MMpdJWdGPNJOX48SuXUa4lmFVyxaVqaoxWsypPgMm5KpYqMap1qVCn03Qaxx8nPPO4+3RjNEkaT85xE6KjDiBR86FT9sy8NUSk1gPnAuVaaoQrKCHoL0Smu73styE7m8cpwytKplxA99DheP6NKUShlNltlgp44uICEsZNZLBbNJuSXEhRT1JVyN++wVyeKZsFiuXjsA4J5zr101nJb/hdH8tEOd81lcqqr0kt58u47Gj/41elM/nyyRl175H1FbU4VT1QuulOro5coHCv9+XOSDvQTtIFlRophMDRs3N47tgUJmYrWCjHiNU8HTkz11XVOPe0k3VZTiTdLDTJ86BSS02aaD2WUbp6zIxj4/Zp0q9NmeyDljKBulpIc2t4PB7Pcrxj4/GsgHYKdKM+uUJsv4gWSnXMLdXl6puQ8q1pKlCPuTG2tYEp37Bz48z83fA8c1LqoL5Mm/H8GxuTE3X7dGhjTxs7lJpsFZM+xzk3dTbVOMV//upRlGspCpFUNCpVE9QThonZCpJEGgQEstP73FINL5+cMSlBzgJpw5iyj2u1JF0HpMdtCndVCogxIDYgXbsSQggjgmZ6Y7hGUItGoSxGVoaR+p1DGs6VWoKUcYwNFZTKlqxPcVe2w1A2orw0XcFSJUacLN/3o2dmZXPRlkbYOivZcN994RLihOOvvnUcx87PrXhur4e/+cEpkBXa9HDAyDdr52T5YoI6Bo0FdMpQTRnPHCstDqCjRK+cmkG1nhgxknrMjLQw52KZ2EYv0Q6NcBZw2o1u9nv68hK+8/wF/M0PTuHLPzyN/kKIOJXpiGFAwQVwZbZsFRm7jIzm24WSWsKwVEkg1OLYQjk2xz92jrmMyGRFIfS9QPZRsmmLerFMLkJM9mQ/PZ7NTvu1TD2eawR3FS1OGSghmJiTefCjg3kjI7xztA+cCYBKwyVJGQq5QNV42JSdXqWQaEM5ThhoLsQLx6fx02+5Ydl2lQ0W3Opu3AJKV0sAQtkYXE8DsTUCBDBGCGPSYCtVEuUQydfNLdXxl996A4wLzKu6kKVKjG89d9EYeFerG7JmjkBAqBmP9jcJiIxoEaifBEIIUL5+6eW1sFhJnLorpWinxiPQemQvTmX/j758CCaAQAhQQfDqqVm8cX7e1IbUE4bTlxcBABkbWQBLZdkvo5lTA0jBh2obnIf10uzaEUJgsRzLPh/VBIulGGycA2hd6jdl3NYfNR2HVdHjQgBqKhr8F7utGyWEjgQKEHAkKUEYUGm4q8+OQopnjk5g92i/uu/IaDEXAHHTlTYJ8jrWjlznEAJYKNXxF994A6ODeVTqKXIRRY5Jp6GYl6ZMNWYYLEYdHMnKMJVam5ioinRgCjnp5Oros66Bk32j5D1GC0Q0KjTKLACYiJSrjtcpcROPZ6vjIzYezwq4DTQZEyaNQD4HRAHF2FABXKefcbmNTkHRTpFrxPYC/alSFUsW3TZjo6vdzDTntHnmZg6dKIg0+OQKdD4KICBT0gq5AFFIkarUCwA4fn4er52eQ6WW4sXj04gTmT8/u1hDnDAQQpCmfNX0E+4amo755R4X3VRQF/JqA+ONFeaqVbgQsgZGzxO3URodRNrIeaJXgIUqROZc4NzEkjSQmMD0Yh1xwnF+soSjZ+cAWLltDtn7RkcTmo2jrxBuuH6iFZp9pF7dricMhEiHsdWhJSrV8eJU2SiPNUXYeggd0W2yifuXHa+jhpUwIfuuqI2ZTm3l8jqVjYFFJlLj1u1tFmR9DTGCKZ1E77ee8zTlSJiUKTcOuuisg3U17DVse3pxIRBSe3+KE+nwaIEEXXczX6pn7lUC8r7EUlfyW59DMkI0MVfpeNNlj2er4R0bj2cFjKSnsCutAFDMB+grhhjoiwBipU9lLxn1WuZ2mIZ5n14jAMw21E5MzMpC8umF2oZWg5lKkchIGOsvatjUHAFr5LnOBSHE9CfR9S21RClGLdTw3LFJvHxyRtbWqNQOSkjG4Wy6z46D2szqcVfB3WMthMDZK0stz0czZL68VtNqWNHXRtEGjgEXMA06CZFvuqCadqaMo1xNjMG8WI4hBBAG1KTDAfa8L+ZDcxzmVHRyM+X162l68tUrEAKoxSnK1aQlx/Anr09KIRDl4K70HtKwXD1d0H2tENnHrZgHh4DAsXPzOHJmVqWncVNXU1UOppTdLpt0y82ThCaxCxndW7hJUo58RFWtkn5MfjalpCNR1rWirxehjjMhstFos3uUq4AGAOVaiprqjabFTPSCWpIqgRTl3DDOUakzvHxiBtMLa+/55fFcD3jHxuNZASvpaYs7NbGqtYGwK7eMSxljQErRNhaCd6/zx8pwLrBQykqh/u2TZ1CppTh1aRG1OMXRs7OrGim2J0P2yzp1nDnAGjwAGiITWvJW927RERJrWNo+ETJFq1RN8NqZOXz7+QsoVRMwlYZUqsrakdWm1uzKCqvK2mAAbFGvlGVF22VjtQpSYyNDLmxNUjscYM4FBos5cAHcMN6P6YVqpo6D6d+FzOHPRzQjET5QjIwDBAAvHJ9Sz218bO3CdQCFEKjGDK+enl0xjW41FsoJFsoxTl1aUO+3yudexYB3j19jKpqufdKqgNsGcqCEyDoLdV6kqW6Ymq3J2QS3jxVpdNI7hVapDFQEJFXnp3YcKLEppr1ASs9r58NeZ7Umab7Non1aaU9Hc7WIie2dZO+dccJQqSdmLlpB92rzeK4lvGPj8TRBCGHUw0x/GG7liRPGjfFr5Vs5uGmOqGs13DftwY40kHKBUi2bukAI8Nwbk5gv1ZEygSuz1RWbHtbiFN985jwA4M+//nrmuUo1Mb19XAEBQJYiCGFzx62vYYtkBbeGikant0WBvVWVqgnOXlnCQjnGxamSaRi5Ejr9TGD1lXgBlcqVCqTKkCi1We7ZKGoJmH9mDHz1Ma7rcwSU8pyMPulajiTlxnm0aU6ydsZNg6knKRgTePXUDACpRCfHv3k8G3fuGJeiGKVqgnoLfW0Wy3U8/8YUXjoxY2qtVmJdR6fhWHIBpYImHRYhgJHBvDRW1b2jXEuwWI5N9BJY3pdqM9HNFFui7r/mHGbZ+XGdgF6QMK4EQewiClPXeyMrHUubrquvRZZ5TC+yxUrWWjZ+bW2fv3r4bEuv83g2M96x8XiaUKmnxtCw6UncFHumTAoKCAhwyMJ8vS2gehrw5UZNr0lStuyLv1ZnOHFhAXNLdTz56mWUq8myehudx71YSfD6uTkcPz+PExcXcMVZ8WuUB86kp3BH6rlhpZ0LZRAIWXvgYhwsAgz2RWY1NmUC5WoCqEaXq83tWr/09bgStUouACxVE5yfbF86mnRsst3Fl42jDYairhPSK7s6WsO4jAjYsdgaDpcklWN8/dw8/q8vv2qO7WYyrBt7iMQJQ7mWIG6hVmypmuDMlUVcnC5jqC/XtpQ73sQNSlOOulLzkqv6PHNeLJSl1LY2XgGrxLaJpt/QzTHp+UhWiMrFKV/mTHaTRDmr7nWy0vys5IC5GQKcy1osSrTzYusX63Gq1Nbq+JsfnmppvPp76+JUqaPy9h5PN/GOjcfTBLmyrcP/SqHGKTCXaTryCyZJbP672zH7ampdvYCr7/0jZ2bNY7o/BOMCLxyflo5NQ6+bl05MAwCqtQRL1QR/9/Q5lCoJXjll38dVk+JcZFYtdd8aN1oD6BQWYVawG9EGTJpyUEJAVJXBcH/ORIaA1Z0Bmxq3ejqgu+orVGhpbrGG//SVoyu+Zr3oxoxiFfurHXaZQDYVhgubOpgwe2zNqvIKaTETsxU8d2zSOLabybFxFw6041atp5hdquHo2Vk8fWQis/13nrtg6snMewiBv/nBKZSrsv9PrS4VDdsVhRBNbEUuoCScZT2NFgzQxytl0rlJuTBpdVwoWehNVOPUC0yflxWe1+mwvSJNl6cgrxflv+DCVAmLFan6lzBuJeLVOVVVDTvnS3FLdUWHX7tiHMWL0+WWUjg9ns2Id2w8niZIaU1bCCpX0ORzAvYLlnGBWpyq7SBlnxWb1QgRQuArT57B5ZkyzlxZNEpaAFCLGeKU4zPfOGaM2eeOTeIvvvEGUsZRqUnj8eVTMwgCmonSuFEenWZlHBunXqmxuFqr/DRzBE1fB8hjoiM2jMu6EK3otZoh6j612iFhjiMLyLS9aswwvbC8UWWrMM5BgFUjNu06bXR6UzVmyoDW6UzNxtX8QyfnqwgCiko1RbmW9DTNpxEuBCglyEcBUiYjIEnKcWm6glOXFnH6yiJeOTWDZ49KB+eVUzN48cQ0Xjxh+zV98yfncXGqhDhhmFuqySisaF8U4mpvU1eLIlrKN03lfadSk6mAjHEMKPli9xh6VqZX6pOaxnrM9b9eKqRNzdcwMVdFPWHy3qrT0ISuxZKLQdPzVeSi9Uucn760aERBKrV0U6WZejwbwTs2Hk8T5Aqq/L1ZV3tb3G5XCDd5fW8GLZn8vRcuYr4Um0aNtThFFFLMLtTwjDIIv/3cBdXkMUWlnsh+KSo1YtEprm+m/NM4b66zI/8WazaWa4k17JLUrnADa1MSa4wWNdJojJjC5JThSsNKf6uYxo5i5dhRuxxiXbtUraWm9mm1cTVjrlRHFBCUqgmePjKxqaKQTIVSw4CgXEtl5FTIfkezi3UQAZy9soTnj8toY8oFJuYqeOq1CRw7N4eTF+fxtafO4dj5eaRcYLGsolIbNEzXS8q4rNnjAvXE1ojI1EwbpeFi5ePksfR6Qcn9TmgJFcEeG5K1V7WYYWq+imqcQiiZZ8CmzJZqaUtNW+OU4cKkjNbrRYtGxUyPZyviHRuPpwn12KrYNFvBdSM2mq2y4pUyGWUqqWJ/ACbqVI9lT5B8LsS3fnIBl6ZLOHVpEZTApPoM9+UQKRUt14bQtRsuzb7gV5LDvRqMWWcgSVmmt9BaZn5ZJ/hlz2eRsrIBOBc4c2Vx7QNdhcZi8DUNpEVMxBFommaylg7tIZV9hUq1BJOzVVN3thngWkEKwEIpVqk5UsluUaVyzS3VUY8Znj8+hSRhOD9RQppyPHN0EscvLGKxHKNcS3H60iJyEZXRNL6xVKL1UqmlqoZGNvc1CyVKPGAzzflWoNfTtVG5aZ0doL9bKrUUk3NVLJZicMExvVDDqUuLiBMmo8q1FELIBai1oO+/BARhSKUqZj1FyjheOjljoveTc+1ZzPF4uo13bDyeJrg1Jm4th3msqWOzdVZTqzHD5HwNlZp0aBYrCQJKMDZcwBvnF7BQquPKbAX/6StHEacclBJ87tvH8dwb01isxKo5HkctTvHkq5cBADFbW9G2O028WRHCGt9DwBoRa11hX0+ailQRk4bm829MtzLMZego0GrDaJdR7SrbNdZMyc+5+nvo9C5KII97r61GB30OCCGFPOpxioVyjBMXF1CuJ2CcY26pDi4Evv/CRdRTjpOXFlGqSSNuoVRHFFKEAQEhUA0zrSpVN4kT2Xm+XJN9TIr5wAg7bKIp3xL0Ol1vo9evgBWrcR/T0d5iLkCcctQTjnNXllCNU8Qpw8mLC2t6/7/4xhuYL9WxWJHKe2+cm8fkXBWMy2jn91+8hO88fwEvHm/PPc/j6TbesfF4mlB3VrgblbwAu6ieVfjqxsjaQ62e4slXLuOcSkWYL9UhIAtRT19eNPU1hZzM3aaE4IXj0zhxYR7TCzXEqhv25HwVL52YAecCl6fX3xOhXUGuNc29WP8x0od3rkmKRpwwXFTCC2ulUtf1WKvVBLXnRHKdmWZO95qdQcjrYb5Ux1NHJ666fbeRKXfyfCwpRb80FTg/WUJZSZtX6wxL5RiEAG+cn8f5yRIm5qqIAgpKCAb7IvN+vVigSFJZPyaE/D1OuDlXNpMzuRXodeR8wxEbJX3PuHRwzePCKucVcgFqcSojLSlXjjFf073j0kwZn/rzn+DSTBlCCJSqCV46MY1qPcXEbAWXpst4+eQMLs9W8NffP7mhffF4ekHY6wF4PJuR7794yfwuVlnB3UpRGhfGBeZKdaM6piM3upiUcYG+QojzynAnlIASWcugkZKjDKcuLWJ6odrSF3q7jPi1GOkb+aTJ+SqOn5/Hbfu2mcd0P5294wMAgK8ePoOPvnM/yCodAnXDz1Uz0dp0SrW7HubcZGlFmd1eIhX1BGLGgZRDQKBcSyCETOUa6s/hwlTZpAFSApy5sgRgCX2FMNOIFFjeS6kbcCE/d4veTjYVvY7YbPTT3SbFrlOrUxOTlCOfC1BRkcfzUyUcOTOHhHE8d2wKb7ljHAJyMQoAvvWT83j/m/YgSTmOnZsH5wKVeoq5JbnwUU8Y8lGA//SVIwBsT5xyLQEhBN978SI+8Ka9G9wrj6d7eMfG42lCraHG5lqzN3RaQy6iTesvGBeqyaj8O2XNpWar9RQCwMWpclPxgKvRLfWpjVKtpZhaqGYcm6VKjCXVwLOeMPzgpUu455Yx3Lhz0Gzz+tk5HNw/Yv4u167e8HOznmuV2vLu6ZuBRNV2SUUxARDZlyYKKISQDWcpIaDEqvVRQuQKeMrBmMhEt6ot9MFpB96paQ9bfR6TlINSqtJ97c6kXICo1Ni6IwYyu1gHJQRhQPD5757AzGIN+8YHcNfNowCAU5cWkc8FOHZuHs8dm8SObX2Zuq0rsxUU8yHml2L0FUJML9RAKcFAMUI+ovj+C5fwvvv2GEfJ49nseMfG42nCzpE+HDkzB2DzGprtYLXeBSljJr9/pWhMNWagRH45bibFrHaTcoHPffsEivkQb75tHEnKMLtYx3dfvAgQmZYm07ViMLaIm/cMgQuBv/7+Sfz2z99nJHsbG5962kfKZOSGEpl61l+QX2/VegpKG2u7pNOuG7H6Hh6ezUKSckQhljUrlj1y5O/uuVzMB6jHHIQQLFVifOl7J/HQBw9gsRpjYrYCzgW+evisFKkQUEIB2feOEyZrd4yDL6XGa0JgZqGGH79yGe+9d08H99rjaR/esfF4mnDs/Fyvh9Bz1hqA4QJ46eQ05kvx1TfewnAh8N+/fgz7dw7iP33lCAb7ckhSjr976qyU6k05zk0s4RvPnseDb7sBccJxZa6C7z5/AT/3wM0QQphUP0/7SbWUtlpYdhtaNiu7cCOx165L7tlq6Gasjcim0csf19EbKoBCLgQi4LvPX8T0Yg1RQFGppxgdzCvVPW7kol0YFyjVUqOUyDlQrknp/2I+xP/40Wm8cX4ef/89N2P7cBGVWoq+gjcfPZuTls/Mxx57DC+99BIIIfiDP/gD3Hvvvea5J598En/yJ3+CIAjwvve9D7/5m7/ZlsF6PN2gUpNdyD1r58SFhS2fAnI1KrUUxXyIf/MXzyMXUlm3kTDUHSPkmz85jzhhOPzqFdRijnrMcPTsPO47sITvvXgRk3PVHu7BtY2OKupV7YTxLSXo4fFomsrkA2gmIqm3lQ1dZVqlrseJAoq+QohZZ0Gl0sSx0TRGcpJUNhSmlODVU7OYW6rjnXftwjNHJ3DXTaP4yDtubGHvPJ7O0pJj88wzz+Ds2bP4/Oc/jxMnTuD3f//38cUvftE8/+lPfxr/+T//Z+zcuRO/9Eu/hA9/+MM4cOBA2wbt8XSSSzPlpitmnpW51p0aTbWeyqhAQ2GvQUiZ5SuzVfQVQqRM4NTlBfxf/+NV1OoMpeq1HdXaTHinxnM9IdULUzAVbQFWd2LWSpxyMCHMwsGXvn8CS5UEr5+bw9sOjmOwL4dTlxZwcP/ohj/L42kHLTk2hw8fxoc+9CEAwIEDB7C4uIhSqYSBgQGcP38ew8PD2L17NwDg/e9/Pw4fPuwdG8+WoFxL8F++erTXw/BsYuImPWE0S1UrDqCL7eOEY2LWR2o8Hk9n6ZQyuHZqFsox8lEASggCSvDvvvQy+goRLk+X8eDb9uFj776pMwPweNZBS47N9PQ0Dh06ZP4eGxvD1NQUBgYGMDU1hdFR67lv374d58+f3/hIPZ4OUqrGePwHp3B5uoIrs77jssfj8Xg8jWgFQcZFRjTmey9cxJkrS3jL7eN41927ejlEz3VOS45NY+8JIYTp3dCsL8VqfR00z7x2Bc8cudLKcDyeluGydTkuTpVw7Oys7/Lt8Xg8Hs8acGtyZpfqmF2awomLC3j69UkM9ecQBAQQQBBQBJSAEAKvGu1pB9sG8viVn72z6XMtOTY7d+7E9PS0+XtychLbt29v+tzExATGx8ev+p5vP7QLN+/ob2U4njYyPj6IqamlXg+j6zDO8fRrE3j19CyePTa54e7RHo/H4/FcyxRzgRQrEMD24QLeeWgXPvCmPRgdKvR6aB3lerWTNhPj44MrPkdbecMHHngATzzxBADgyJEj2LFjBwYGZPftG264AaVSCRcuXECapvjud7+LBx54oJWP8Xi6RkAp3n3PbvyvP3cXDuwd7vVwPB6Px+PZdPTlQyUDHeCum0fx7rt3Y7Avwj/52YP4+PtuueadGs/mp6WIzf33349Dhw7h4YcfBiEEjz76KB5//HEMDg7iwQcfxL/+1/8av/u7vwsA+OhHP4qbb765rYP2eDoFJQT/5CMH8b//x6euG6Uvz/roK4Syb02TZpvbBnKmn89gX4SlSoK+QohdI0XMl2PU6qwtSkUej8fTSBgQpEyAQKqk6Z8bJRdRMMaxbaAAQoC5pToEJfi1jxxEXz7EYiXGtoF8Gz7J49k4RDQriukRPrTXe3yIVRZH/tb/8UMkvuBmzRRyAZKUg13j3mB/McSesX5U6ymWKgkSxlGPUwgh67WG+iIkjGPnSB/mS3VUainuuXUMj/zM7Tj82gROXFzAc8emer0b1ySNRhwl148MucdDiVx0qSUcfTnpbPSrJpq1mLV8by7kAkQhBSUEt+wZwkffuR/fe/Ei3nrHDtx3YHs7d2HL4O2k3tP2VDSP51omHwW4affKF41nOYduHsWe7dd2jdxAMcL4cBG/8wv3Yf/OQbzzrp3IRwHGhoroL0TIRwH+wXtvQSEX4mfetg+/8MEDCEOK22/YhqH+PD789hsx5tM0OkYYyK8zXZwchRS50H/FebYeAV1eYU8pEDZ5PAwICGQ6NUBQzAXYvq2AMCCIQopazDAymDdOjv657DMDglxkrxcC6dRQQjBQjPCP3n8L/rd/eDdu3TuMf/bRO69bp8az+WkpFc3judbZt2MAxy8s9HoYPSUMCDgXV131DgKC22/YhpLTw+Vag1KCof4cHvnwHSjkQvz6x+7CK6dmcOLiAj789htBCPAX33gDO0aK+H//s7djoBhBCIHnXp/CT7/lBvM+wwO5Hu7FtU1ACQQIKCGIU45cGEBANhgMKFm2Yk0JACLPcUoB7gO0nk0ApQRhQME5y0QgoyBAQAnShlRWSom8RxPZQFgI4B9/YA9u2jWIibkqnjs2hSuq6XQ+CtBXiEwDT/veBPlcgCCgiJMYQUBQiAKEAcVCOca/+Pg9OLh/xGy/FqVbj6dX+OUsj6cJpy4tmt+v5Vt4Phc0fZxAroDr58Og+Sz0F0LkQoq92/vMivm1SEAIfu7d+3Hz7iHz2MhgHm+7cwfeelCmZPQXQmzfVsBAMQIgv/wf+ukDoM4qaz5qPt9bhc14LejpDVWEJgophvpzyEUUUSBXm6XUrH1NoIzBKJCP58KtfVw81w65gCBQ0RY3QBM6ERX3fhwnHEIIMC6wZ3s//l+/+CbsGx/Avh2DeOsdO0AJ8I8+cCt+6s17QamMPOedyEwYEuSiAJwDkbqHMyaQiwIU8yHefNt23HHjtq7su8fTDnzExuNpwu37tuHMFZlDSygA3rwIs13Fmd0mUKuCzQrgAbkKSAiMUR4GFClbvm0+ChCGFLvG+ld0flajXXUQna6nGOyLsHf7QOaxgWKE4X5ZMBsGFP/gvbdgx7a+zDbbh4vZ91FOz2oQAmyeykfLYF+EeswQp5srtBEGFHHKEQUUIiAQAhjoi2S0kQvsGM3j4lTZjJsSG70JAwrGBfJRgJq6For5ANV68+uikzSLKnnWz1avrQpDKhcQVBqlPm8DShCFASiVjkg+AhLGMT5cRKWeolJL8f/4e3dhT8N96u137sCd+0dwx75teOudO/BfvnIUjAszT7tG+jCzWMdtNwxjdrGG2/dtA2McuSiAEAIfvH+vj9B4thTX7hKrx7MB7rll1PxOQFa8sdMWjPnNQBhQ7BwtYseINLwH++Sq9vg2WQMShRTVOsOte6T0te7rMzKYhw7MUErQV4hw295hjA4VWopGkCY5462wlvchAFr9uO3DBdywY7ljc9sNVhr8rQd3XPV9BvtkKtpq42iXERG1ub7klj1D2Da4+ZSPKCWIQoIwJOgvSMexLx9iZDCP4YEc8lGAveP92Lu9X6WrCbz5tu144J5d4EI6Om60sd3zthYCKg3XfEQRBiSzOt+mS+S6oVl9SjfZ6MeHAQWlsqGlG+2lVEYjo4AiTTmK+RABIRgfKeJtB8fxptu2L3NqAOC+A+MIKEUUBtgz1o9iIcQte4Zxw7jcNgopkpTh5z9wK27dM4z9OwcwPJDD3vF+vOvuXTh089jGdsjj6TLesfF4muAa6YQQ0IYrRduebjEn3UKrWsV8gPfeuxu7RvtACDAykIcAUMyFOHTzqJHuLKu6GQGBj717P+65ZRQ7RvqQzwXIhRQ7R4p47317AAC7RvtW+rgVadec0bUkSbXwUfrw7h1fLowQBnTdPRuKeXlerea8tOsscs/hZmmCazEAKZFFy4VcgL58mHH4NwuUwBhuA30Rbtw5gCik2DXah8FiDkLIiEwYyIjInftHMNgXYbg/hyRl4EJgdqlmjnUvruNcFABEHqcooAgDimJOJlQE13CKZyegPZ4v2vhlsd7XEwKiIuo1J6JOib2O45QjnwuwZ7wfUUCRC4M13zfu3D+Cf/VLb8aO0SICKlM133vvbkQhxehQHrfdsA3vv28vdo324b337tnQvng8vcDfMT2eJuSc2hNKlhui2ih0jaBgi6TpS7WbEEN9ORTzYSZ1Z6EcY994P6KQ4tDNI/iXD70JA8UQKRN43317cPsN25CLqDImZS747fu2AbD52VfDtadbNSJ1zYROfyNr+GhZK772z9N57gBwy572NG3V77faMNplWLuRBzenfj3kogAhpeBCYGSwgHATneQBtce0mA9RzAUYLEbYPixV6gJKMDKYRxhQ/MJPHUCxEOK+W8dQzIUIKMXwQB4pE0iZQH8hwkAxMumX3fZtooAipBTFfAgQglrMEKjIzRYNCveMXkdsNupXEUJAYfeDQPaRCQKZOVBPGIb7c8iHAUYG8ijmA+SiAO88tHNN7//Rd+5XSmc5UErw7rt3qeuFYttgHvffPo57bh3DO+5a2/t5PJsN79h4PE3IRmyWpxdo47MxVWArEARSEnSgmEN/IQQh0tEBpJgA4wKMcbzjzl0o5kPcuFNKX+dVMWm5miJJuVHv0YRNUniaTYnrXFCy9ghFFNKMlK9e3QbWeiNb/cMajdlcGKCecOQjijff1h5p0zCgjjTr2sbRKpQQ5YA2Fy1YSz1HygSCgGKoL4ddo32INpGVTSk159JQfw6FXAhCCLYN5LBtQBptI0N55KMAe7b3I6QU4yNFhCHF//LO/bj31jHsGevD7rE+7B3vR6LSLeW8dW8/B4qRTD0KCHJOwXhAVAH5FrmvbBZ6nbpHNzgASqEiNvJ9+oshdmwrYmxISjjv3d6P3WN9ctEhkM6wgMC9t67vHpWmHEnK8Y67dqFYCBEGBG87uMOMX6d1ejxbDX/H9HiaEKocZ0Aa4o0r/frmH1Biozfo/Zfq2iAo5EPsHC3iY+++CWNDBRRUhKqQC5AygTtuHMG7794FAPjlB2/DrtE+9Bcj9BVC5KMAQkgfYbjfyhe74gHE/LOrjoD60nbmiFBi6pSuNnX5KDBzrR0aXVuzFmOCXMWJalzp1fsTBhR9bfqSDygFoToKuMI423QSUVW3UcxHyOeCVc/NlYQftg/nkaYc/cUI775nV89Xw12k8yFQTxj68qGJJI4M5jE6VIAQwJ03juDBt+0DII/jrtE+fOxd+zE6XMDOkT78/E8dwO7RPgSUYLg/B6LkojdqnK4VXfcVhfJzc1FgUs/0woGORlJKmvYx8WTpdUpwQOmGxkAga62uzFYRBgSFXGgij4QQE7mRtVgUg32RqYFcD4N9Ee5Q0fb+fIggoGaBy+PZyviz2ONpgi7gleox1olhXICoNCwCaWwU8yFK1cSksXD1JRMEpKUvnE5DCPCJj92JbYOyPiQMrBNXyAUo5AL81P17jXG3e2wAf/89N4ESWZzdVwjxU/fvxVOvTWD7Nqv65X4pUlWkrb/fCQUEhzEctZYcgVyZBpWGeJJm50vPOSWynomrKAOlBEnKraG3Ws2KozK2mr0RUIKUWbWgIKAYKEbYs339tUMrfkZApBgFlcaJaCJ/1i6zjBIijZV8oAqS5bnZTH0roM1V73Zs68PEXBX9+bCrBv9a0MeJM2GK7XNhgBt2DCCkFNV6ipscee4P3r8XN+0eMnLcAHDvrWNYqiR48cQURofymC/VlePZJueSNFfo0o/nc4Gpp2BMIAwoQkow1JdDoGpt5pbqAIBcKBXctrTkVxfo5TkqUyPlvYy3KKxHKDBQzOH2fRHiREZV8rkAtTpT2QPy/pmLQgQBwfhwEacvL171fRu5+5ZRXJouAwD6VOqmx3Mt4CM2Hk8TclFg0oUIkV82QWAdHCm5Sc3KGaXSVHe/VMNNmEISUJmepJ0aALh5t0w1i0KKD71lH/qL0bLUpbcdlPnWhVyAob4cPvCmPdg+XMBb7xg324w5hfQyOmIjXTotqrFeSUfDZORruQSAVoYKAorUaRa6UI7lF3GTlMBGtJGqx7TidjoaFFKTQjc6mMdv/+P7VnzNetERvtUiNu0wqrXTHVCCfCi7h0dKRtatvaGErKgWFwYEu7f34R9/4FYMqsjcpnJsMmmgRDYfzIcYLOZww44B3KZWozV33zKWcWoAef69597d6C9G2LGtiL58iKVK0r7Ia5NjSYm8jnKq7w7V539gfw4olcJcaJXRopBe98anjiyuNA36HO8VMl12bQsAK21BIe8Pw/0yjbKQC2yEmujznqCQk/Vvw4M5jG8rrvBuK3Pn/lEpWgHg1r3D5l7r8Wx1/Jns8TShmA9NzQhROfchpcZYDANqaj4IYFRptFHaLLVnM9gkujbFhVKKtx7cge3DBdx+4zYMFCOTmma3kYMfHpBNKfdsH8Chm0eNfDEAjA7lMzUzJPM7cf4570us0SZle7NjcxvGlZRCGyBrKgb7Iggho0Kr3sjc1LdVIzvENCYNlZPVX4xkQXeb0OeO/KzsWNx52yhUOd+BMvgJkc46DYiTYiclkvW27sfmc7Jfxn0HtuNn37Ef25XTulptULdxj6Xez75itGLT2dUY7MvhzptGcNu+YVRqafvSARv+JpDHIQoDGa1RCyPSoZFqCGNDBewcKZp+JYA6nmQ1t7x3dPO+pu9d0QoNVXMhXfUa7zShqpGiDedmM1Zyfoha/NELaAN9Ebhwot/qnpnPBYhCgv5CDj91/w0tjVcvYEkZ/81zbXs8G8GfyR7PCuQcBStKZMSGc2EMcB1h0HnPVDk+gJaBFtkv/U0gBx2q9CoXAoHb923DYF8OUUBx8+7BpvLAgHRA3n6njN78o/ffmnmukA+RU0a0dmBMDQzsF7Y20PTc2bzx5QIE2qDjTsrWcH8O49sKGO7P4cDeYaWQtkokxq3zWSVKQghQyAcmBQiQeejtJFBF4jpi454fhNo52ihmjilByjhAZMpfLrSRyCgMEKjVZZ1iKV8rtw0pxU27ZDRP9zvaVBEb10GmBPlciMFiZK7b9TDcF+H2fSO4/YZt6r1XcYCv8l6Z5xvmi6g6Gu10poxjar6GIKCIlHOZiwL0FaKMvK8+Zptp/g1dvq9FTuqsieg2qXnsBVEgV3N0hFpHSJsdt5WOJdURXSrvSTkVcdX3Tp0SmgsDFAshGGu9Ye4v/8ztLb/W49mseMfG41kBm8Jkv1QAGT3IK+MEkF8+gVph0zUggV6Vd1ZZN4Ffo9LQsk0Wf/UjB5GPAty5fwSFXIB9OwZbMq5DvfLvzJu+wRC94qw8Gh0lkE/K+SOwBkropP1xIbBzpIj33bcHD33wAAaKUpp0qD+nJJlX7+FAnAPQbDtKlHqbkEZEoJxYQgiG+9vbkDIIpMNAtOHTkCYnjZaNfYauAVssx6AgmFqoYXQwj4ASFNR5GwUUBVXfEah6JX08KCWo1FMANm1NO7Obya52lQkpkfv25tvHTZRjPYwNF6WjrByb1U7/q0VzXOlx91ASWEEHbZymTGCgGMmoTaBTW+Wx0emufYVQpV2ue7e6AmnipHeKWsyQiygSZcxbJ11FdrlYk9pfp5Cqh8Rcg3oRrK9J1LeZAxZlsgS0gATJOLYydZGiEMn33cj+ttJU2ePZ7HjHxuNZAWPomS8Y2xxtbqmuinqFVMExRr19rTZezGM92IdGBGDSijR6v2Qfj9atE60GpI0ct8bGKMsRlUOuDGqTrkYIONdpfTZi0leQaXEDxQgH9g7jhvF+0xx0sC8HIaQTtNqapT6OK0Vs9Fj079q4JAQ4eOO2luejGbqGgigPz/h2xKbubaTGJlArue75ODqYRxQGCEOK4YGcSocj2D5cAAFQT1gmUqSNqGqcmt91elev0nyaGc3agXjXoZ2yN1M+aHm1/v7bZa2Y9YFXWE13FjFWwnWf3bchxii1/27aPYj9uwalCqNKSYtCKUiinbUd24pGrERgc/k3RF/PZPWoaTvJhRRJyhFQuwCiHQIhmsvOd4sgcKP4sv9T4/mip8mNMgHAtoGcXGwg9r4YUilpH5laKyLFLahMl37XoV24oUnzYI/nemYz2Foez6ZEL5JqQ1d/uUSBXYGbWawbY5iq7dwVWZ1yBPTOKNQfG4UEQgD33Nq8e3xjXc16sSlWNpIFs+96VVdOql7NrKrIAOcCtThFwnimSPqu/SN4823jKOQCvP3OHQgDiv5CiH07BzBQlDU2YUBlutVK++/MA13B6DQrosQ6pQCwp81GAyEEu0b7zOcTqkUVbP1Rq+cJgRa9IBnH+vZ9wxjuz8koV18OuSjAoZtHcdsNsumoUYyDTL2jVDUEbGK8V2rJsjqortDMIVWeTT4KICANw40KL9ywQ9aOreS3EGNYqlX5JrV02SHYP8y5pVbxB4s5kzIoe9gE5l7Tp5w0XRNnVurbENFrJ/p67kZT0zAg6C+GZoLDQKn9EZjrv7FWrNvo7wtKdTqavK4T5/6UjwLkIydtWTm0A8XIyuMTK+kcqO+ezHlAKYqFEH2FaMV6I4/nemUT3SI9ns2FVrehREcRCG4Y78eNOwcw1J/D7TcMY9+OgYyaURRQI8uqjVQrNdybr1yTjx7KXia33TDSdLvRoY2lXTUWOJtoDGzfFgLHyaEySgPIFVcugN2j/Wru5Cv7ixF+6cHbEIWyu7YQstD7XYd24bYbhiEgHU3Hh1qGTdQg1gBqyOwxERvtXCjDpBPKdoVcsKzGyNTEELKiUX01tFNTqafGiCYEuGXPMB764AEpPy4E8hHF2HAB49uKJnVSM1CM8FNv3ovh/lzTOiuB3qSvNDNXKSHYv3MAhVyAm3cPYftwEVG48Wusv7CyWIROOw111EWnw5HsNvpn9nEVkVEGaqjER2R9nkw7o1R2hi/mQyMeUMwHGadoM0kImEgjaXTo2vgZkPM4NlTA//b378avfeQg9u0YMJL8kbovAEAxHyw7p7tFGBBT5E+IdEqL+dCcM3nVZ0k3OjaRO9VkU0b+s/fI0BFViQJ7rwgoyahQejwei3dsPJ4V0MZ3GFDT5bmQC5UhAuRy0ujQK61RQBGYbe2KuXDer1PjdGk0jHU0IgxkdfpKhumd+5tHctaKTb2zkQc9NsaF/cIGzBc0FwIC0th/7DfeiUo9RS2WDSCG+3PIRwH6C5EpEuYQuHHHALYPF3D/7ePmS76ZYUXJcnnpOJWOjdt01U0ZdKNvVDmr7caMp8EoJMrbatUBptSm5NhaJ5nOpI3quaWaWf3dt2MA40oUQAi56t1fiKRksorsNPLA3bulQAS6mxLVbEq4ELj/9nFEIcWH334jbtw52JbV61//X+6UKV9NPlMfpyCwMs2kYYC2KS1ZNkm6kFwvhgAwgg66SHz3WD8GipGR6M4pp147NrxJ76NeoWKzmeup3QQBARfAzbuHcOdNo7j31jG8777dKNdSFPMhijnpzASU4KZdQ5noSDfpL0QmHVc3W+3Lh8bJ2aaabGpHhRAl2ay+TwLakDYL22NMfweZGi1KcNdNG7tfezzXKt6x8XhWQEdsclGA/kKIbQM5jA3ljeFr+4MQo2Ck6ye0UZ/JPW/z976NhpDMY66BQYlVChIA7r1lbMMpZ6uOSTs1sEYPzE9ijD2dfsWFMClUu0b7cMN4P+64cRsilXKmaztyymAt5kLsHe9HIReatB3pfCw3rLQx6K6g23Fmx6xXwk3RLpE57J2wIQnRtRI2VYVACi3YBqbrJ6BS8e7m3VL8gXOOUjVBTs1hSGXD2JzqjXHLnmHcddOoOY+CgOL+28dRTznGhgpGEc1lbLiAMCBGwa1bNPuslHHklXRyO4lC2Tek2XEgyPackalpNsrmOtL6HAeg+tXAiI5IAQlVE6VW8gu5AP/gvTcDkDU/2gAOQ6qkfWXNRlcnfhWocvLs9W7HtVFlsmbR1F1jtlHuOw/twnvu2Y3tQwUMqR5LQUBwx43bkHahKbK999rHCqYOTS/gCPu7+r7QCw+FXGicn8AspNhzzqY2k8zimr5fXO/9jDye1fCOjcezAgRAPWaqkZ5c9c7nAlNDY/tQUEzMVWVqBM3mV2dSs9rs2bgqVkDW0DCGFrWGWEhlwXgnJWPdHHd3xZpIq91EJLQzIYQ0yHcroyUXBdg+XEQYEuzbOYhDN40AAH71I3cAkKu2h24eM5+n6xB0NMhFHx8j9+w8b1LOCMzxgmOEgBD8vffegpHB9qqiAY7RZqJX9nN1alIrUAIM9eWk0wcZhTmwd9hE6IKAImUCISXYMyZrh6gah25wOTqUB+cC77p7J9582/bmHyRERhiiGzT7rDCQ12DUgaiaVT1cPo6ASidUp5LpNEv9vPndcar7C5F9X2IjwToiQynBr37kDuzbMWjeRxu+keqrFAYUC6V40ySi2cUAZK4lYOOOjXsNaGPfVRbrL0T4h++7BbkowLaBPOKUIyAEb79zJ0YG88sk7duFPp4msuKclzqSrxcqiHNPoWoxI1CiJDod0a2HM1LV+nxSjnE+pIhCYpTyKCX4pQ95mWaPZyW8Y+PxrICuMQhDCsa5LPB1Vs30qlsYUNx761gmxUQbqpS6Rs/yz9iIbajzsWmDUWWMc6g6Fgj0qR4zrUjhrodAOTDyi1lkokraUSSQYgFcFdiMDedx/21Sleqn33IDRgbzuGnXEP7Jzx7E2LBMlVqpr86H33GjTLUjy41f41g2eamW4SZwnBzndRBAX4eMI33QtVNDjYcjf7RqFHIB7Ns5IFeFCVS6FGTBNax0dn8xh+EBucqtpYvzUYBtAznsHCmCMY77bt2ONx1o7tikuudNNyM2aDy2MLLInTinC7mgecSGZNMVtfGZke3W16PzfxmVsamaIVX1IQE1zVAbGyQWcrLIPApt7yNAL1a0fZfXBYHTb0XHa5xrcCOOjbwG7A4SSrBtIIe9DUIeI4N5/NKDt6OYD/Huu3ehGjMElOA3/+HdGO7PoRO40ThA1z2p35FVwtT3GKqieoBcVND3JKuOl3Vy5BxYxylSzm0hJ1MW3333zpaa0Ho81wvesfF4VuDuW2QOszZwQkpNCpSU25Q5z1FAMdAXIaBE5VnbLy8393ylr/pWTQBKqDGwtMFFdVqTelOd813IyfSjvlUKo9uBlXUmy/e9YUd1wsjBG0fwZiW3e/PuIYwN5fGJn7trTUXqt+weyqS+aWRPIQ5KgThRdTXOFjZC0iDJbYxVdG7VF9kVfhCTpGcM5VYoVRPcc8uo7L4OK4U7oKIFoZKf3TaQw0CfcmzUR+VVHU4hH6r6EoLhgebRKp2C1a0vD9dZ0FBV53LTrqGWGnJejb5C2FR9jBBrtBN93LSTg4brndjtF8sxEsbN6r1MMwsQKYWsoMkx/5Wfud2kLwWqZu/A3uFldWO9QPc/sucvAGSdr1YJHScOkJHHB+7Z3bQGUItdaLnugBLsGOkzNXntxu6fVVEMKEUxFyBm3KaymhQ9nWoq0REbt4ZPR3n0MbaS+USlL0rntpALkc9R3H/7jo7sm8dzrdDS1Z8kCX73d38Xv/iLv4hf+ZVfwfnz55dts7CwgF//9V/Hb/3Wb214kB5PL/jIO27ENrWyLdMIpLKNFgYo6ohNSDHclzPpJeVaisn5qvliaozYuF/arpG7XoQqANH9MbhWYnM+NCDSIQuoXBnu1EqmJpt6Z9HpGe6DS5Uksx+aN902vmKEphnm85yJpGoOKCHWQXE+2zQLNWO2RholUHVVnXFsZPpdNmqjIyAE609F06ktAHDL7mEM9ucws1hHFFIIyFohAAhDgtv2DmNkMO/UWalzWalJRWuYd3OMu2Rcu8dKo6Vwd472dSRi01cIndX57Ifrv2yD0OxjjedjEBCMDOWxd3u/daaJVlAMUMhJ2d7lY4hklDWUqWg6OiCd8d6tSYaBE4nQl7ReXHAixa0SBBSpo2wmr8eV9/f2fdtw34GxzOd2ogbFXTzR06+PZV8hNNLTlBDTrNikounFAGrnTfa3oeqfjfTrhTH9/vkoNHVWH//Agbbvl8dzrdHS3fErX/kKhoaG8Fd/9Vf4xCc+gT/+4z9ets2jjz6Kt771rRseoMfTKwq5EOPbiqYW5IbxARTzoVG2KeYDkwOvGx8GlBiD3RQXO19S7k/9ZbdaqetqtqMAIJwCVd28T5ezyJVDCqr6P/QXIhy6ubNKOlo8QXbDblK437Czu8f6lu3/up0vEyGyD2kDg1Jii3ozr4EZXzZiI1dZi/kAfcXORLcEhLPqbx0+ndKzXqMscMYva04ohvpz6C9EePCt+0zBckgpPvqu/XjLHTswqJw9AnkMivkQk3PVNRmkxmBb1ygb3uMqL846xfIR9zHdywMA3rRSLdAGGCjmlhmxgHRKk1SY80aOryFKA/d3mPoYE1FV0dwopMjnKPIRxcM/3dxgzUcUkeoppOv55P63fZfXjG3+qg13Yu43OmLRquhGFMp9ZA3KZoXc6tdiQCluGB8w1065lrY2gFUwi0bQkXBbw6idGh0BDgPaUH9kHVqrumijd65Dk1GWhExJjAKKkcE8btm7re375fFca7Tk2Bw+fBgPPvggAOA973kPnnvuuWXbfPrTn8b999+/sdF5PD2moMQCCIAPv/1GFJSU8/vu24O+Qogbxgfw0Xftx+6xPvOlpLEpBfJvu5Lb/O9mz61k5OoxyX/OFyGxBode4Q2pjC7tGu1bVySkFdxVXCb4sp4SAtLo0YbPr374Dty4c7n61nrQn7esxoY2VGaQ7K+ZiI0zf5QS9BWiqxpTrSKPqTV+7Wq3/H29jg0Xcl8P7h8BIA3mkYE8BvusQpp+/KZdQxjuzzlzJVDIhegvhEgYN8b3arjnXKusZ0XfKAw2OKA61a6xNqUdDPZF9nMbIzY0OyadvijHCud363BnU4zk37mQIq8iNivN5dhwwYgLUCqjPKs1o+0GBDIiIRdRnBuWcnA2co8JA6r6wVhp7CikGeGAlbh93/CKUba2oBchACOtrhcVUias06IcfxnZsgILVDsv1DpJYWgbOhN1jK3MvHyskAswvq2IQ17e2eNZEy3dgaanpzE6Ki+yIAhAKUUcx5ltBgYGNj46j6fH2DQeeamMjxQRBhT3HdiOu28Zw889cBN2jfbhnlu247YbtiGgBAdv3AZARS8yBqBd4QWgohrZtWjTKLLhZyNugSpgIw1qcVsWsqovzCiUUqH/+AO3tmVOVsPkoBMZ5bI9N9QT6k8uBHaP9WHfjgG869CuDX0mwXInhhCCwDEy5XbEbG9WUuEYGuq/gBLs2d6P0Q41wAuU1K87fvf/6zXU3fQXANi/cxC5iOL+28YROEbmR9+1v+nrCYFJhRooRPjwO25c9fN0IfRabcdmp/BVDU/naUqksp17vnMhTCSqE9y6R9ZuhQHNOB3aSdE/w4CgVE2yqWgNixN6VT/roNnrcn8TWW3N7ftGZA0OtZLy2lBuB61Efqi5gGBSrdwoVRA0LCisEUIAzmH6WCUpx8hAHtsG8rh599UXPwqO89OJc4PCXXiSx9BGWWAVKZtFXoj9LjCpr4CK9Chnhth7tr4+pBx4sOHFH4/neuKqyyBf/OIX8cUvfjHz2EsvvZT5WwiBjazeacbH/cW7GfDHwbJtqICZxRqG+nIYHx/E+PggDtw0hvGRPow3bPtrf+9u/PFfPoftI304fnEBfcUcGK8jSOSXbBDYL6tEvUav9monJ6AUKWMIAgrGGUJKEWP5Cq1cFRUg3KaGAA2/Q64I9hUiDA8WunJco1xoUveM46CMHcalX6Odskc+ehf279v4KuRAXx4zi3WkgZ2ngFKEYYCACYSR27TSOg8CAoQyhKFsvhowjkj1eCmqVK1OzNm//JW34P/5J9+XhlFAwbgw54EAUFhnbU8YyHSlXC7E+PggfnZ8EM+fmMaBm0axe9ewcZab7Ut/fx65XIDto33YMVLEzp1D2Hm1zwspKKVrNl4JIctyk4KAAqk9XtJVcl4DAgFdQ6bPawrCObja5wF1TXaCNxdzCL72OnIRIJ24AEnKzTHTBqhc8KgbZ9SsuFOrkChAUMhHEBAm6lIsRBjZVsRAXw73HlzdsR8bHUDfZBkcBAN9kZ0LwiCEjB7wFoM4upfU1chFVKXhcVC1YKPlngWEObwCOkVLOu9rTUkLA2K21Y5NIRcgiihu3juM++7cfdX32D7SZ86H/g4IfxATSZHnX5JyhGEAQjgi1URVpxwGAZeLO5ApcdqRpUym6ebzIVIu0N+XQ62egiQMxWIOxTpDFFB85N0348cvX8Lf/8ABbN9WzDhq/vt5c+CPw+blqo7Nz//8z+Pnf/7nM4/93u/9HqampnDw4EEkSQIhBKJo4zeSqamlDb+HZ2OMjw/64+BAhEBcZ3jwvTeYeSFY+VxN6ilESGW/CiFkKpb6xtZpWWupqTHpaw0r+/q1VK1uEgInH11ACCKL8VV6ku7I/aG37O3KcZ1frCFVBqvbS5AzORdcCNRjaZDdsac959pP378H//Er8w0iBPLzhBBgZjw2eiR0PpwABBdgkGlzjDFwTrBUqgPo3D2Jc/15XEa2YMeSJOyqr3fPhXrCsG0gjyRJzXjThGG0L8LsTGnV9ymXYyQJx4Fdg5ieraxpf3nK17WY1XyzRkeHNG2sqKNRAlI6XBCrmCW46NjxqdZTCC7MPLspYEKdx1AOzK7RPpRrVghDcOn0CK6OKwEY50qlj8h7SkyQ1FMklFx1H+rVGEmcIk0Z0kRF+4QAJQATsoYnbt2zAbjQP1akmAvBuECScnU7E+Bcv9y+UJ8XQkhnnV3Fs8lHFFzIn0nq1p4BY0MFRCHFh9+2b43nJXO2a3+TTuK8LRdCOt5CKAdO3WeEMPdd4dybCZHHnavvhCRh8nxiXN4DuEC9noAzjkQI7Bkp4J13jiMUHPNzZTMG//28OfDHofes5li2FK994IEH8PWvfx0A8N3vfhfveMc7WhuZx7PJkaloArtG+666LQBTrK77a2SlYNU27gtItlDaKC3pn7TBs3E+R6dTyaeyxby6VoMQufK5Y1tx7Tu9Acq1dJlKlWsACyFQqaeZtKKNcseNI7AVR+7nZrcj7uPOk9J4trUjAaUtr4CvFX2M9Hj0ZwPZYvWVcJXThAAe/advy6Q0rrXGQJ9Dg33RmuS19YsI0Djdq36Gi1b2cnFrsdzzWjdZJbDHSc9PpyR9AVUfQWzqma5Z0/uta9n0cbDnFgGIyCpiEZlmpJvF6gL7XBRgcA1CGffcOmZ7nShFRsatY+mmG643tcxsriIKK+H2znH79pj3ECYzDbpPz0q1YjIFS6bxQaXz6Wale7b3444bt+G2vcMYHZJ1Ymu9d7l1OLtGVQPa9txizMAJISjmAudeYdPR9LHWzTZt2pk8D7SMuisMEIWBkeQnhKBSS4x8uW7W6vF41kdL3wwf/ehHwTnHL/7iL+Kzn/0sfvd3fxcA8Gd/9md44YUXwBjDI488gsceewzPPPMMHnnkERw+fLitA/d4uoHu77FWDt00ikIuwGAxJ/vcENc50Q5Og1HQ4LDo1C0ga6BmDFcpwWPey0l5N/90ukxxDYW37YIQmFoP4Tym01X0Am67i3tnl2rms+RPm69OoI0o7QBaAwxQNSPqQBCq0mJWW75uA3b3XcfVpiNeDe20hirdKR8F2W7ta5SMFgLSkCIEv/wz6+hmrkMZa9m04Vjr/ksrbeOeG1ptSnsJ+rgKYO2OWAvIVEVY45TYcWlDlRAgCoLM+E36JbVTRIiU2rZiBPLazEUU99wydtWx5KMA73vTHgSEmFQnzoU5dULHeh/sy5nxNaPR0HcjxCvNZ+jci3SERjt55nPc91WLKSvdN0eHCijmQuTCAMWcbXgcBlKaXav67Rzpwz/92YMrT0wDt+wdNr/v2FY098B2oc+DMLQ1crqxqpVzdkRI1N9XZivG4dHHnqgVrTCQDuXYUB6EAOenyh09rz2e64GWLJ4gCPBv/s2/Wfb4b/zGb5jfP/OZz7Q+Ko9nk5AL6bqM8LfftRM/evky7rp5BPWYmdVmADDCzq4t28TQcKM8jc/BcQwogam+0SvFmfeBXY3vJlFIgTqs/jRM1pfh/W/a09bPFHrFWKXBaEOUKC+vvxDJzyc2WqKfM8IL6mcYUJlC1EGCxhoV9+BCXLX2gVIKSmQBvd5s95iNKoZrFCAgBHjnXbuwrT+3rvN8PQXsVtpWpnO5ERl3G66qaogzF64Dqs93KuQ1tZaeO62inWIu9LHIqrLp6ysXUZCafZ1VwCJOpIkgFwZIEtXAkUrHbj2qewf2DuNbVNb3jA3lcXmmohY6RMah1d3r11I3I/fDRqZWOp6FXAguhKobkscwHwVgjRmT+rgJqGh1s/cKkKSyhlCAo5gPwUUKIQRyUSAjdInsI3TT7kFsG1y7gIcb2QmodO6pztdrE0QvgLjOLs1G0HWET89ZPeHmGhCCZEQIKJXRreGBPCq1FFFI8ZGriHd4PJ7V6V2XL49nC5CPgnWnvAz1y1XHYj7ElZmKWckzERt3Y0Iyj2jHxs01z2yqf1/+TmYVUL+nfq/7bm1/n4+VuPvmUWW0wBZ/m4HLv4f7c1iqJs3fYIOY2iTYudSRDeI8zlTND3GMFKjnAkpWrTdoB2Fg58QcRZ2/z9WKN+y+LHu9UnILA2r69Pxjp3nf2+5cW3fyfC7AtsE8hgfy6xv7KoZwI4TIZoTFnDR2mapdIQ3b6CiT6+MRAtM7xDgM6nIMO6iKBtiomFbNo+a6UsXzymFxGyva/dFXqPwZRTRzbVNK8OZ19t+RwgNEFsab8ViVPWNYrxClaJYCqGuYtEpXs5fmlPNMQIzSo/yMxovE/l2tp7hDqUMC8pwpqvO0vxiZ+eovRAhVBOrWPUO4c/82/PxPHcDusX687eDVZCxWhlIqVcbW4axf9T2dqIvbi8ymGjpRHaV25qpcmlRTAtQSJfxACLZvK+DADUMAAf79b7/XK6B5PBukezkqHs8WJBcF+F8/dte6XnPvrdtxYbIMQoBErVA7fo01ovVD6u9iPoBWEbOGtmMsOZ/R2K/BvI+QkSG90u1+uXaDYj40n6ejKG4DyaH+HP73R96yLkN6zRiDQxjDz86PfFxHZar1NGNgu7KsASWtdxhcI9oZcYauy+PBVcSpkA9QrTMEqq+HW4dCKQVjqRSpaHJ815LiBACjAwXU6utrZiglh/Wor46JUlBrPOvzNSC2XoSoc5cSgJm3JuZvHQERKnqS67BjE2rBACK1v4hzWmgHIhdRs2jhqu6Zy1Zdy/kwMOdYQIlMlVqn0a0bP2p0BJiquhst1hFQYqIp7lms6z3cQAuBdHjcZqPLFeykCACl6ngRGYlItENEtDCHPH8pJZiYq+LuW6zi4UAxUuIh8nfG5cJCXz5EORdg12AfPv6+WzE2XIAQAh+8f++GJJv7CqGSX27jvc+5yTZG7mTqIXEcG6KEXKjdjhAl1EBweaaCkcE8KCV416Fd2LO9HwOFXMf7jHk81wP+KvJ4VuG+A9tb+rIJQ2IkR43hrJ6z+fjWmAaAXBjYlBDjuDirqA0hG7marT8gE/fJOFHBGust2sEvP3i7NJKcHjZmtVs5Oo3ype3EqsllIzE2wmB7TUCNxWwLW9/UYb/G1D3p4bl6eVwIhAFFPZaJhgGlaDwFdZ1JXyFc5iSth9tv3Ia94/3reo0+ds1sxmZOtHFuYY8L1O+mloyq15pVb1vDYX4HVHNMOSed7GMD2AaLVA522cJCoOojZK8bu48gtoZCO4D5yEZVAkrwsXfftO7xaAlpjY71UWiZaflZVH3QQJ+9/8jX0+w1AZjzXk92szWQesxMVMetJdFv7qwlqPcEHrhnd6ZWLKccu4FihNGhAgaKEQr5AMVCiKH+HB64ZzfGhgtmTFG4sTqT/bsG1bxs6G0y6AUnN8VVn8/ScbfnaxBQKfTgCC5QAiMecfPuQezfNYgopBgoRggDahrsejyejeEdG49nFVo1nnIhxc7RIm7dM6QMhozbIX8SG0kAbHoSIQTcSDiTTCqOi1z9zhpcmV4gZPkqb6eRRcBUSaECccqlLKwyxDsdPbIpQNoQWZ5qZhwtIGNwaiMtWEeNQqv0FWRn+4b2pQDkgrksEpf7IAUCssdQ70+tzjDYd3VlrZUYGcxjx8jaFP80/+j9ty4bsyYfUSfNTqLnlxCVhqaMaM5FJlIQqHQdfb7ThhV30+QQUE5FZ4us9+8azC4aqLEY4QZKkQsDU7wfBMZ7Niv5epK0QiIhxBjw6+Xj77vF1k4Ja7S7ThUhNiLWeK3piBJtmFPZANUuwDQio85uUbyM3BDnPTKfo4145/ODQJ7r49sK2D5cwMhgHgOFCO++exd+96E3bbhJbyP9BdXvZ12xxdWxzrY+D7NRXgrp6AaBrJvRPY3effcum76m5j8KAzzyM3fgoQ8e6FgjYI/nesU7Nh5PBwiDAHfsG8Hu7f3WcDYow00bC7B52dqASFTBqzZu5auyzpFd/XZWT/UGwn7hNhqanSagKuJBZI8VUwzPBQ7dvPGGnCuhDTvArpxqdSr3/7ZGIOv46DmlhGbSvjpBf8FmAWsHR0A6ghDCRAtySu2ssVagXJXpY/3FEHd3cE6bMTZUMEIMjRBCmsp9u4IYVC/xwxrIunZGG+Zyu8bz3DrIUUA7nor2sXfd5JwXMGPW9RJBIFPRwpBmolJA9nrXhfGEyHH/g/fe0tJ4hgfypq5IQKYjAjANQ80CiKn5sdsCcq7RELGR28M87joj2nGScsTWsHebAOt9zaS8GQdKLvAUcwE4F4gCgp0jfdg91o9DN43iXXfvwj23jHVk4SWgBNWYmX3N7Jez/+u5M2aU79R5QWHTCwmRC2G/8XN34W0HdxgZ50AdG0qApUoCQoA337Z9mePu8Xjag3dsPJ4OoAUH3nvv7syKNeAU1TtXn5EKRaMDQzJfqPbxrBGo7S6tCqYfCwO6JvngdhIEBEkqG1C+977diMIAUUgRp7xjjs0tKjJGjANjnUY4c++qQO3fOWBTnNQ8B5QCROChD97WkXFqMkp1zjEc7s9Jwz2UxmoUUnVcs69nnGOoPwdKCd52cG1CAe1CpxqSFczCxke14+KmRxp1P+W9uL1A9DmcqVlBNgqiZXI7iawl0s6APbdcsYCcOrdlNNKJpjjO2MxCTdZCkXVKajchUmMSQkCvV0gRA5pxHLV8sos9BHY/KHGvlazRHwYy+hYExDhL+v1dR9v9Xctw68htGFD0FyMUCyEG+3LYM96Pdx3aiQ+8eS/ee297lRFdwkAupLgOsSYbBVz7e+pUNPc81BEw7Xy/+fZxRGGAew9sN71sPvbum0wfo0vTZVBK8NYuX7Mez/WEFw/weDrATpXec9sN26zqkPoW1dEAa/xYZSwdgDGOEMmuFBoyj8vwiH6N7p2hjQtC1/Ht3QYCKgvCAeAtt+/AyEAe5ydLuHnPkHm8E58JOHNEXGfRcXeUIWeKnWXFupm7UBXq9xU6e2scLOZM9EEPWUAerzjhpi9NYzNGTcqEahRIup7KQlWEqZlR2Lh6D8ioXUF1rldbmRfra4BSYrTLCeT+RVr6zXXe1Z8BlbUJnSRy+pWYRQkl4asdmXwUGNlp5e+pbagUgYAy9nPSARraQNqgHpPGRGgga1jqiZxAvUDS2LizcYFF9i+CuSZASOY8CwMKBo7QuYZsJLS5cyCEMIp+ev4G+yKMDRfAOfCee3Z3JUqhnUw9zoASaB3G7H2UrFkopFJPMajPOceZ0bU0nANvvcM6LLon2fi2orzWhWz0vN4WAh6PZ334iI3H0wH277KSnabYVNEoHqC3Mc87BjghyPQ9aMQKCwhjAwpldRIC7BgpYmyoAwpkqzCSUTyTaTjvvW837r99HEnKV3zdRnjkw3c4qWSy9sSxiU0qUS6kKNWUiUN0eo3NnY8C2vHmnABw74Expb7mriAL5COpxEWplJDVY28WdNu/a7CtxdFrJVBGWrNTUkdXNFoxjBAgVce+8bjISIGN1mScHvV+C+UYKdPNkGQ04u41Kr+1SrMUKd10kUAek1xEZZoZ7Llk9ovY2ejLh9jfBhlfXXsFwNSPMCU/mKRMRYsAW7MENR4bddKnm0yha1RzswICoWo8GajPtIXyJHPeuXV+nMuIzY6RIqKAggsp73z/beN4822tCbG0AnWcPn1+uePVrMe9iBMOQM+jjSLKdDO6LIL5D997ixmHTjP+/3ziHXjog7etK1Lk8XjWh3dsPJ4O07jqq7/TTEFpZhuiVqUdZ0gZKVo+GYBJTyJmiZzATX+RhpcqZu2y9fvIh+8wv5eqCXaP9eFNB8bRlw+kfG4H0Kvmek60lLNeNdUzt0s3sSTIGCdQBl0Y0o4LBwCyuDlU/X70uEEI7rxpFI98+A5pLKl+MZQSLJaX9/3pL0RdP7aAqnNZKWTTYN7pSEFmC5I93wmxUQbXMXIdf8alDLZ+shtKf1HopoEqZ4uSTOpRIRdidKgAxm3qHABTkK95823b8bPv3L/hMeUiaj47TqVw88WpsolyZQv9s/cc8xjsGPX1Yi4R4u6r3CYMlAAJkcczoFkxC3e/5RgDfOQd+xEEUrnu7737Jtxz6xjuO9C9floATCpYEDRfWJK/r/99M3OpHD1ZR5PdbmQwbz7rg2/Za1L0xoYLXYlaeTzXK96x8Xg6zHwpBoBlX2aFnJLqdY0LNBgeylBsTK0QyvnJrEQqA0OoPiiNufDdwt3Pm3YN4sDeYQBAPgrXtUK6vg+1hgYhqsGlMgBNap6TlGbHao29QBkovDO+1zKikACqs70+/oPFCDfvHlLGEjX1Gi5hQDDcn0MY0q72KNKsFrGxnqLElca1myxfMafO66xzoB18dc47HxN1YeXf9OsRzuo8tREOSqR4wL7xfiyU44wTF6c8Y/C3y5B904HtoEQKOJRrUkBifLhgJnK+FNtrnzqqe6TxzLeP6bm30Q31vNrnXBjIWj11IHVtjj4HrKOXjS7uGu3DA3fvwoEbtqG/EHU8dbARfa+MVLREs5KTs1bcaBwhQEC0cMTy99Jzece+EXzkHTeu+7M8Hs/68Y6Nx9NhStXsars2NqKQIgooqiptCo4RSAhMjxpCslLQ+k3cbQAbARLIriT2kj3bB4wc8Y07B/D+N+3tyOe4kSpCiMnvN7UFADLNNuAaKPJ37Tw+cE97pWdXIhtlyj5nIjbIOjb5KEAuDDDUn0MU9MaxIQSZ6Enjc7GTbmhrnORBCBpW990aG7MS7qRzwZ0b5yO7kdKkC/AFnCJ0c27JMd+0axCEEuzfNQgC6RTX/v/tnXmMXNd15r9731JVvXezm002d5GUSHGRKIliJFI2LZvyQHG8JKYmlO1AY4MWTNuYOIIBJjIQI8lEy0gIYMOIlsB2kASywAwSGIKiBJ6RI08kKxEhyFJkeMnEmxa7KZISl16q6t354767vKpid6vZXa+q+vsRza7lVfWt+5Y6555zvjNdxakzU6kS1sLuH+OsLx8ooacUQQAY6ivaOdPXCYHlgyVAZRuKIn2trcXxHjPnjQBq1NVSZcVUzEJLj6eS7mmBmBGAMHLu5jy6fP0gPvSO+SnALQRxqGXnoyjIpM5lHJu3+Z76tZ4TJ5ysc6NGuf7+X7sAqYiEkNmhY0NIE6hdMS0VQvsFm6RpU6JmOz93PQhEmm7ijEbzxapXlZU1Dk2Bc21Dv2bz0Of3Z+7XFh0vJGbuzG2ThmIMa3jPrR3tyb4unWXTa+OytYOLMsZadCG48MQlYC0tIYFQGnUw/djoUAkDPTGkNKpgi68M1gitWpaNvNjnIGwtjd42mw413F/MOGM2OiON9yk8a7PRX0Bdj5TFREtXu79l0jtNZGP5YJctli9XE0xOVzA5rVPEtJOw8GNauawbQgLL+go2UmLSJ1cMddnIkrmuGISAFXDIODLGgUyfkPZccedQnEYHdZ8WXVdUMSIo6TlWriTo7ym414vm9tCqpRAFUAooFYJslPAC0ZvZcNE3F9nSjWUltm0Ywg07V9a/JueFJUKWInRsCFlkhnoLWuLZi7zUFfR7q9KAW5m1tzMGn3lJTeNPk3qlnHxuXhGbfTtXNrkxqH/bFU4bg1lAq475zg/gp9DoleZmCAcYojBNQ2zQq0imRmGSiguMLevC5lUDViktSJtDvvua1U0bby1zMQprj8+utHGiUYPzIyHmPX0DMlEKp85MAUAmrapZKZZrR3syKWZSOjUxM4bh/iLKlQRKZdPlVJpGuHygtKBj+vD+jal8tiviN0qL/rQkStlz0Dw+MaXT15Aa5daRhne7zoDXvYmkTPsqSYGBnji7ACOAalWhuxjmImjRiPUreyEAlOIwe33wtnk7qWiZa6mJNAqJFUNduG7bioY1RKuHu9/+wAkhF0WLXIII6VwO7F5j02h0CofKOC4W34ASqDHW69evzcqsX5tgCruDGdIjmsHB/Rub+vdshns6HabvhlXWEoCAcnMqYB83rwmCeqnixUTLvsIaqUYiGNAOcBzpxoZSCGxZN4hCJFNVLB2Ji0KJy9Y0J7pUy0zzVHfcepFHP0Jm9pFZ/TZRK5eKJnDqzBSm0ggIoJAovRLfrOP6169bn45b/70gdTh9p2ygp4Cx4W688dZkprFruZrgxOlJbF7Tv+DjMpE6MwYXickqoYWhP/MOsyiiFHDmXBm2wsZT6bN9caRAITYOTQHVqsJHDlyKUiHEdDlJFdN0f64wkNi1ubkiARdiy9pBdJcijL85cUFnZq5+jYDXpwg6mipSx/K3ZrjW3XQt62oIaTZ0bAhZZA5csya9JWyNQZ3jAmeAAy76ImotcR9jxCPtRC7SmoA0LS2Q2S/jZtJ7kf063i5+Oo2bXxex0rVHNk6TyXryoyRNdWzSNCczTt3/R6dxRWGAXZuHsWFlL1YMlVCMQ9sLBdDGdR5paD6NbMJzk+VMymG91Hk2EmDQURyViUz6zgOgIyBJolAsNM+xMelXiWmqaxwbIXD5Bu1UFuMQq0e6EYUSk9NVrB7pxs6NyzA6WEK5mixKdCkKpBWegBAoFULb3FV454E5/+vWUIRzHLWSmnft8bYxdTPFKEAgJa7bNoqB3hhCCPz3D+/E+hW9VqREKe1wXXVpazSfvHTNAJb1FVGpuA63xgkzNEynbLC7giCrrmbqF9mPhpDWg44NIYuM/90XSIGzExWdytBwW6fi5WWKZFa27bYQNfUKOhfeRG4CmU9xeR6YdD1T+yGFdD1HrHHtp+tkpW5NPUHQRENFd6N3ErphIFCt6jEW4wDXb1+Bwb4i4jBAqRDopp1Sd4MPpUAhCpo21jouIB4A5dTlACePbPCnt68rqkm3dMe52bbWcEwSpeehSfvJOjZpRCSQ7hz7tcudyESlqnDpmgEAwM2/tg69pQjdxQj/4/AeXHv56IKP69qty9N0KD1fXYVQp4cJZOfULpRkjXjppbGtXNbl1k18B0c4hcVCHKJYCHDJWD96S3rRYvXynlRyPK3zSVRT1OrmytrRXnzkwGYUIuk1Rc72m2l0GDVKTzNpvXYRRIq01q11Pi8hRMOzkpBFxlfeqr3d8IsVqaHtOy1wURwAbmVWZLeJUvWiQApEUf6r+s3CX212KXppXrwnTZxR3DK/vSjCStPnpgnEsbSOVxAIFAuhdWw+dtNlKBVCvPOKMawc7kYcBSikRerrV/Tiuu0rEMf5OTZGea+O9KHAi9hk6jjgjvmuoqt9kMLFzmojPPZvpoU5jXqGLBZBjVSwDJx4gI+pZ9lz+Sh2XTpiRQZWLuvGtvVDCz6uHRuHrUPs5syLbqE2KiYyiyJDfdkif3t9gXeNScOXgZQoFUL0dccY7C1g9XJXNyK9qHCSqJa73izr19FOk+JZn+LbyImpfx/jZAuBNAV0ACuGuhG22OclhABh3gMgZKkgoDuoA/pLMhHKGg9AvUHnvmCVM75F5iHXuyZB+qUb2MLzOJBLZkXRGHdpr1LdyBDOsHYOoZPuNUac8N5kIZoozpVCGNh0ljAU6ClGqKSpaFIKxDLAxlX92LiqH0+98KpdPb/x6lXYsnYIqgmNRC/IBf60cb4zImd1x3i95SgEMDldsca1eS8/YjNVrurGq6J5ohi+MqG5H0WyziBWSiEMBP7LtWtRiAK87/r1i9aM1hBKib5uL+UznWubGiaUlxIICCnQW4pwZqKMYqyL/Deu6sPUtGvqmb4NAinwy1MTAHQa1vBACSdPnwcA3LTb1Y2EgUQcSZvGecMVY4v6medDIQ5wPhVNcOp7mgtFbHRiZOZRndoXSIwt68a2DUM4+dbUotRPEUIuDjo2hDQBf+XaIGx1DKwVKKCskWF++9K62qByzSlqVafiVI41CiWiMLAqbJ2OzES3BOIwwFBfEQM9MV78fydr8uprUvxsSk9z56oY69QyIbRy01Bf0UZsatHStUrX2kT6sp1n9/KVw104nzaINBib0TjgUShx6q0pDPSmCoD2uK5/PyEEzk1W0NcduQiPQF0tjW68Csgm1Y4Fgf5QxoeUQh9btXO//8pV6CqGKBX0vhlZYCW0C41tqLdonXV9ZdDeTSYiCe0U9nbFGB0q4cwr5TT1TP8zU+lHfnS9VypkIQV6uyLs21EvZxykSmnm72xdN7iYH3lexF5UJZNOJuprZHTqpD4eaxcOjOx1MQ6wefUATr01tShphoSQi2NpLOcSkjNxpE+11SM6jeNCBp7LcXdfsPapupx5X4JUWWMyDLTxFUdLJ2LjiyQIARQiiY8cuBQ3GUW6TJTGbWdfg+YryO3cOGyLkvfvWoXRwdIFV/k3r+5HFEp85jd3YP2K/Bv9XbKyD6fPTmceEyY6pu8hTuWsAZcaVdvPKUkUQi+1S3gpU/6+MowNdzdVxjyQpu7K1diY5q8+wwMldBWj5jqboj4lz1wX/BQ/AV0DVJe6Kv0UK19ePutQBoFEIQqwOa0h8vnAvg245V2bcnWyZ6Or6NZvpRSYrqR9hrxrsPkdpHNU6zebeYojafv30KkhpDVZGlYPITmjjTetXnTZ2gHIBkabtp+yvVWykYWaGhHhcuhVarxrx0anh8ShxOhg82pG8iQIhOuyDp1+oh/XEsp+upmx/IwDaQzyZussFAsBwkALPFx16QguXTuA3VsaK0oN9RVxxaZhW5OTN43iSqZRoz1+0+Jqf7i1KmnlSoKuQn2tDYDM8W0wzlGz9lUgBX7znRtdxOYCjk0eGKlw68hYI90dI5kaJ9+pgXMc3Y97XSAFuoohrtu2AoEU2NGgRwsA9PcUMNirG4XmKmYxA++8YhXOTpQBaFnsqekqRHq7XtpaWkevFiGAKAia2uuKEPL2oWNDSBPYt2MlhNCGXm3dx6rhbs/wVr7tXRehEZ6RYoxEv+mkWV2NQt0dfF0LrO43A72C7yR5i7FepTXqTy6lz//JKnE1O2IjhUAUuHSY9Sv6sHWGQvOWir4p1ClgZYxk6B9baN/QFhSZJpL+ewDZ491HF6w3Z18JodOwTrw5iWqi0gad2U72eSKNc46a9EpzW5rtsiP251maZraeI5kohalyFYEUeM81a9DfU9NQuME49u5YMeM2eXHVZSMA9DFzfrKScWjcnBnHxkRn6t9HpgtHXaWoGcMmhMyTeX1Tlstl3HHHHTh06BA++tGP4uc//3ndNo8//jg+/OEP45ZbbsGf/dmfXfRACWlnNo7pItORgRL6e2Ivraw2BcqlhYhMvlq20N13fIzRLqWWAb5y07I0Fa01V1AXA9OQVKWqCqWC++xS1BZ7+1Gx9CeHnhTW0W1HSW4BRJHMGIDG0bbzKETqtKQ9amqijiZBrTbaYP+E0FusX9mX+btaard5Tp5xopQCDlyzFmtHe2xqaZ64a4Q3bzXzKIUWpchIOsNt6quguTRYHUmrVhX6e2KsWd4zl9G0dE+XW961KeMMm8PH9P8yT01MVWEk933MwkchCnDo3ZubMWRCyDyZ19X5scceQ19fHx555BEcPnwY999/f+b5iYkJ3Hffffj617+ORx99FE8//TR+/OMfL8iACWlHpO6nh02r+nDpmoFMp3WD77QYI6TWkTEvsNKsNu7gVshLhRBhKFs2NWQxsKkwaVTGRGyABk35hHnMGYVS5BOxCQKZWxPViyEKpXUmDS6dSd+xqVImquBHGe2xb1bPBUYHS5lIgnGBerr0CnmYRrdkk+uhXLqnwtrRHqxc1t0UcYDZCFNnPFOT5EUhAV3sPtBbcFEcAXSnNSci0yw4lR2XOqXTRNF+650b5zSWoEVSJC/EDVesxHTF1a+ZfXrqzBSkzPZbEsKpTPq0suNGCHHM6xv1mWeewYEDBwAA+/btw/HjxzPPl0olfPOb30RPTw+EEBgYGMDp06cverCEtCthEKCaKMRRgCjtjZFZZLX/KefUGIMqfcoY4GHgqUulRrqClnZdMdSFm3avRRQsLccGAIoFpxZW8nq86JVa4RWwe7UJcCk4zTZcTL1G0IbKdZFJqfRw9R4uJiOlcc7r65xUemCb/dDXHdsoguk3IqCN7WV9RVy6esA6Rs3MyhNCYPPqflvHBszd4F9MAnsdcFEvt8ThogxxTa+VkYGSl+7qGfRwn68QBVg7p0iN5qrLhtFdal2R1a702mDmQghhFexM3VoUCvR3xzZVOJPuaBc+WF9DSKszr6+HEydOYGhI54IHQQApJaanswo5PT36ovjDH/4Qr7zyCq644oqLHCoh7UscSVSTBIVIq5VlDBIY886k5ni9QHyjI70Reo6RMf6ceECQGswChbj9IgEXQykOrPOyesQZZb+2bYVe1VauBseXeDbpOMuHmrsKb8QemlUvspCYRrDI2n6ZY9qmJxknpiYq5qtw2fuiZrt0H40MFK0TrxvQNu/YNo5wopT32fInkKbBq3tMeQsjfrjXRcLsZNvXmBobM+8KutHmB/ZtmPNYtm9YhtXDc3eEmo0QAjdduwYbxnRao5RAX1eEYqz7fiWJwlQ5QdFcQ2qPVegFELo1hLQ+sy6xHDt2DMeOHcs89sILL2Tu68Zx9Vf8n/zkJ7jjjjtw//33I4pmL7gbGVkahc6tDvfDwlMREkoBy4d7MFmuohCHkNUEVaWgkrQ+JgqgRIJyJUEU6V4ZURTYlCUpFaYrElCJFgeIQxTiCFEamSkWQgwv68LISC/6+0rYv3sduopLp9B12UAXfvarswhCiat3jNmI1d5dIZ79/q8ghEBcCIFKgjgqI45DK7YQBgL/7f076t5zMc+FuDSF3p4CpqerbXfODfSXEIYS0jrkgEyjOFEYAKja41cpBVnVIgHFQogoDDBVTmy0KooCxHGIapIgTJvKBoFEGEoElQRCAIVCaBvPlooh+vqKTZszGYcoFkMoAMtHetHbFc/6mmbQ0x0jSRSElJCyikQh/UlQKESoKFN7p38rAHGkDXfTf8Y0hz1zvpzW5AlMvpmgGIe4ae8lmb8303y3w/G7ankvzk5UAJxGIKW+Bk+UIQSQJFpKvFxJ8Na5aZQKYaaPjZT6elssRLl/1rz/PtFwP7Quszo2Bw8exMGDBzOPHT16FOPj49iyZQvK5TKUUnWOy+uvv45Pf/rTuPfee7F169Y5DWZ8/MzbGDpZDEZGerkfFoG33prEdLmKifPTGOwtoFpNUClXUa0kSJSCShQq5QTVagIIoFqpolpVqFSqSBKFajWBgl5EUAqoVhMk1QTlcgUqSVCpJlBJgt44wPj4GUxPlXHuzCTOnZnM+6M3jUAASVVBBQpvnDiTGtg6j97M4/R0BeVKAqWAcrmKajWBUApJIOqO+8U+F6bKVfTEAcbG+trunJueqgAq251dpfeTJNEGtwCSaqKN7UTp+U/nPEkUKtUkPcb1cVxNFKpVhapMIAC7nRAC5emK7m6vFKanBSbPTzdtzt48O6XP00Th5BtnMXmuNRYLKuUqKtUE09NVlCsJKpUESilUlUK5XEGlUtWOjRC2P1K5XNWPS+kaqiJApZq+PkkwXdZ9Xvz57YTvhR3rB3HqzQkASJ2WND0yPT6196dwyVgfXn/jPMpeT6lEKSilsGq4K9d56IT90AlwP+TPTI7lvOL5e/fuxRNPPAEAePLJJ7Fnz566be6880588YtfxLZt2+bzJwjpKAIpUK4qBFJgsLeQ7ZWQpukYM9FvmGezSbwiX1NvE0j9UyyEqKQr4qvSFKzavPqlwPYNQ9bQrlXXcvUgLs3PPGfSAptNIQqwYqgLV25u3COklYlDmSlcB0y6TrZWqf4Y9qtAANNYVj/mjm3TE8emUcEpWNWmCS02Jr0uSRpnJuSFrrFJ90GjlEC4FDN/1Pr59HZ6HRHevG5Y2Yvh/mKzPkbTGOgp4PrtWpLav34Cum5RQc+proWUqHr9agS0WMOBa9bkMHJCyNthXtV+N998M55++mkcOnQIcRzj7rvvBgA89NBD2L17NwYGBvDcc8/hS1/6kn3Nbbfdhne/+90LM2pC2owgkOjtiqwiEaBsgXStAprBPJdWhtjHjGFipIKX9RXxn6++lekHEgZLSzgAcB3Ga41PU0St51Glxee+Old+UrVhWN+otR2ITY1NxqIWdU6iFECC1Hf3xAVgX5l1QA1rRnpwbrJs1dOs4e05Ps0iCAS6ixESpVpKGSsMJMoVLd/lJLah9UeEdzt9Qhgn0tZBCXsu+CqNAsBQb+c5NgCwrK+I33nvZfhf//wf6fVToppUnSqaELZp7FvnyvBjki206wkhMzAvxyYIAtx11111j3/yk5+0t2vrcAhZyoSBwOXrhzBsZWL1l6hbVc0uuWpDTtnnRcZISaWC0xVHKQT2XD4KLyUc0RKM2AiYer8aadbU8HO1gCotPhdWtSsvxeUNK/tbylieK3EU1DkXxmnx6v4hpACSbNNZ9ySg04HSY1y647tYCHBuspxu6kQIzPs3U3Chuxjh169fj+++/MuWMm7DVG7bXyDR1whhFeqUjUgCSnnKgGbOoYUYnJhG/QJLJyGEsAsggRQIA4FyxTTy1XNZTqPf5poLQDf17OiZIaRzWHrWDyE5EAYyU4wKeMZImuttnpVwjQ4zER2zGp4aKnt3rNQKUYGoU0fq726NOoBmYqIyJv3GopQzwpUxYpyBJ6XAB2+4pO79msFgb6Gl0pvmiik89wMFOpXJOOUuHmM/nXHYYQxro0iHNIrgopJSCKtOJSTsMW9W1pvd+8elLrbOvgpDsw9EZl59FTTfGDeOi72dzq3vHBknJ1s91VnEUaA/ayB1Clp6TYhCaaPgoqZH03S52lL7nhByYejYENIEAimwbjRb7FbboNN7ImOEuMezzfi2rBvEjkuWYcclwxkjEwC2rBtayOG3CcYwzq6tmpx5s4mt0RA6oiCg8+/J3Nm5cVlNJ3d9O1M7ZiOP/nO+0Q17kAuBVGHN3TdOkanbERAIhICQOgLaTKQU2LSqP7fIXiNMw9K6SBhqHTBhF0TMNpkam8DsI1dv044S5HOlGAVQCmnEW+raLanTK8NAIpQ1cwp9px37TRGyFGndjlqEdBBCCOzftcp7wK2oClHv4AgIm5qjDUC/+aHb/tqtowCAH/3iNM5OlJvwSVoXKZD288kadpVqgkIYeKl62qAxxe9ciX37hIG0kUQg273eb2/jOzCNUgTdNl7TWfivF4B3fggBBEI2tcYG0Mbwu69e1fRI0UzYflZSQFaFS1c10V4IQLg0QB8T2TEprfo1up6o1WqJFhrT38tIiyulEAQSUagl+StJgiTJHqsCOvWPENL6tM5VmpAlRN2KYIPnRM1GGcOvxhn6rzdu6mhjZE4I6LSzmnno7Yqx69LhTEqfFQ8QF94PZGb8eXZqdC7F0q+N0dlkftqZ295GclIxAuPIK8C91jhMUjv8zV497+8pYM/lK5r6N2cjDExKZfZa4DuJNirmR2u83+ZcMPsglDpu5guRdBqmv1UYaKdOKSAKJKIwsOlojSJWQQfPCSGdBCM2hOSAjiykK9b2QWNkpyvfMMaHb6ikaT1GDjclk2qyRDGdwUWN/VEqhFg13AMo2LoNKZ0aWidK2zYDYxjb8qVUnMGpn7l5do64X2OTvocXMTAvtDfhnBpA/5ZCYPVI63a5bxY2YiNgFepMdUxtjZO9p/wosVNF81PRpOzsVLQw7W8VSJnW5SlEoUQh0hEb08enNpJ741Wr6t6LENJ60LEhJAf8lW2zemr6dCRw9+32yK7MWiUkD1tHskQRQto5rKWqdA8h84xRPRJC4Df2bmjqODsFIXSne2Mkm6acvgy0XwOScdBdrhkkvNqcVPnPpJq517j7UgCjg13N/rgtRxRIL5plVND0lUN61xaTBmhl44WyaWtSCASBdOIBad1OJ0cnotQhzERsQolCFCBRWhFNIcmsEwkBXDLWl9uYCSFzp3OvXoS0MCYH3n55CheJMXddr5Waomy49B2fW99z6eIPvIXxjbVayuUqioUQVaVlW/1UNDI/hNAS2goKgRBIVP1xaZ136LSpjKCAqGk667+393rTtyaPHjatTBRKXV/jOY2AF+Xy88/stUa5iFqqYGcbdCJNRRPNldPOAymFVUBTSiEOAxSiAHEYIAhkqg5X+6rOnhNCOgU6NoTkgJT+6rW+bXqwGMPPqRU1WrmG7xbp91ziVroAvF41WXq7Y3zqg9uwfcMQpitVW1fQ6QbcYqOdG1ibz9TM+GIBfsRG1hmHnvPuSZY7kQyXfuYb8UQ7Nr7SHODSA1Nf0i2e2MiNc3ZMBNjJxTvp+E5WAOvrjvCOnSttxCZJdLS7EAe4fMMgtq0f9NLzHDzsCGkPmIpGSA4EUqBStckhFtNA0uS5izQ3x4gxNTICicb2sWkwL31dMfq6Yqwd7cX4qQlMlqtQVco8Xwy1TjfgqWzBRVdsHYjwnBiBjMNjIgYZQ11nTbn3V+79CLB13SB++voZmGa+fv6q8Lqk2qCZ+V+4H9MTSKTRs0AKhFJ2tHhAICW6SxGqibIqcIUoQKkQ4spNIwCAl396qibyyGOOkHahc69ehLQwpo8KALuyqlTW+DOdxZ0jI5zB1yAVjQBQM/c4kekEGmMur8acnUDWSUlTKb1UMWMsAy5yYFPTzHFsXiOQaYqYiUymjr2QqSHO4x4A0FWM7AJHVkzEXENctCZjpJuf1LEJpVGv0+lZQSA6Xto4kAJhKK18dxxp8QBDFEqXstfZU0FIx0HHhpAcMIZITaVNZmVbBs7gCOyqtt62UarEUidJU6LCWXqNKChbJE3mj62N8ZzxTGTGpI9J775/zJtojAT81Kja9/NfZ7rCE41xYMyx7JzN2oWPbJqf8Xh0KppMa5h0QX0oZUeLBwCpYxO4lLtSIbRqaYAWp5Cpw1jXBJUQ0tJ09tWLkBblxqtWeYXV+kvTKHqJ1OgIpXRKXmZV2zdOSAaldDPC2dJorHhAc4bVsUhrVKcPCJd+Bji1M1f0bwrW/ZoxL+pTe3x7xrcRD9Dvxz1nkFJkjG/Aza8fFfOfA1w0Z+1oT7aPTRggCDq7xgbQzlwcSATphCzrK2YiNh/Yt8ETVtCP8YpBSHtAx4aQHFi/QkuH+iuBSimXcgZX1FsrNAA0lnte6iSJLjC4cvPwjNsJyYjXQiDgR2yEdVC0IIOCkSG2EUgTebHHrktf88Ux/HPCvN4/B6iK5vCjYwDcQon9Sf83c256ZaWpf+++ek1G+jwKJcJQIup0xyZNRZNSYPlACV3FEJetHcxsY1P83GQSQtoAOjaE5ESmiZ4x5NKVaQjYDthuNVtkXkvDPItR59q9dfmM20WBbJCqQ94uQmaPXaTHpE2zTJ0c4YkJuIiM/l3r1BjVNGuUZ5wdYVfRicY6fjY6oy8Wfi8hPzLsR3DMQ2HgHNM4lAilsLUnnUoYSK0qJwU2re5HIQ7Q1xVntpH+sQz6NYS0C5199SKkhTEpZkhXsrV4gDPkTJ8FvwGfMQiZSlVPoozK3MwzUyqGSJTCDVeMNWNYHYut67DF6sh0rTfpZ36fFVcvg3SbrDCG6a3i97axTk9NOiapkY1Hg9/pdplZF1okwDyn6830a8JAR2w6WRUN0J/ZzIEUArs2j9Rtk40eciGJkHahs69ehLQ41vgQNaloQqQrpy6H3qyIQyHT44ZokrT55mzT0lMMUa4k2LSqvzkD61BcpMY5OR9772UZVTTrlAs/bcqLVpoojnGMbKqlsPfNyrn53enRhLeDXfioiWJlamwaODv7rxyzXk8pDu01Jw4lokBiWX+xyZ+kuYSBSJXPYI/NWvxIOS+1hLQP7GNDSF54aTl29dRblQ5CiaDiiqdFoux2g+y/UodSFzZSfK7dOgopx5s0qs7FRWyykUQTsQmEc8wbNpj1nBkJYdPSkDaqNW9uUtqUUkwhrMFEsZSZqFRAIxvZEoBQaY8b/eDW9UN46nuvAQC2X7IM//dFfXv5YAmnz01jw8q+Zn+UprJ9wzJIIbB+Rd8FjydbEwZl2gMRQtoALn0RkhOZvG2RGuZehMbkugfeqrf5El69vCenUbcuJhVqNsO3qxihVAhm3ojMit9zxhcQeNeu1bY4vbZBp/S216/NrozbWhH7mmyBPFXRsgRe6p51M4WLeHn+YRrxddcQfxaNU3nJWH/H97ABXJrvyEAJw/2lhtvs3LTMeu085AhpH+jYEJITmT4g6bpg4KXx6Dxw4RoXpn0/0hp5UsMlY33YtXl4Til6TGe6eGR6LOrbxgYUuGSszz6vG2p6ogI1RrVzivz72boGIU1ER9fgUBXNUTd/cPvBhLuMw+NmzV1j3Pu4yBvFGTR7Lh/1Uvg4J4S0C/x2J6QFSLNIXC2BcI3yZJrSY+oQ9Pb8oq3FFqbPYWq2bxha/AF1OM4ZSdPSRPYxm0IpkYnUmMfdG13AQLepatl6HUZsHEZF0fZbsQ4h3PVCZB2XRtcQP6rW6T1s5oqUnmPIKSGkbWCNDSE54dkh1shwPTu0gRGlTTqN7Gg2t4TUYuowZiOOmIp2sRghCxMhkEglt1Ff9G+Na+G/VnlyxUZBTR/ntn4nfY9ECsi09obBNke2j42O+0JkVROtw1NjodemoiUwERtOMODS+QBebglpJ3gFIyQvTP52mujgVNGcgWGadJqmh36fD9IYLug3B31EZlf7TZm1jdh4zo1V9kufV3BRHcA5Mfb19n1cbQ4jNlkCb279WTHzb9KoMs/6zqW/ffpYp0s9zxVp54kRckLaiXlFbMrlMo4ePYpXX30VQRDgrrvuwpo1azLbfOUrX8FTTz0FpRT279+PI0eOLMiACekUrLkhXCpa4Ms9p70WVg13o687xptnp2FkoflF2xg2Lm0eepq1IyOlQJIoG7ExURdjeNueNtAKXlIAynN+nPPSwNkROmIjTKoma0AstSl8xmmRLi/NOS3ej78tAFy5eRjP//AEAC2FTAAppXUMqYpGSPswr6WZxx57DH19fXjkkUdw+PBh3H///Znnf/GLX+AHP/gBHn30UTzyyCP4+7//e/zyl79ckAET0jF4xogRBbArsNJFbNat6MXygVJm5ZCmxwXgxDSNrHSzdmKsmIB0ohcmCmkcGBOJMa+VaXqZMSIBZ6yb1DMja2zrzQgAb9684hkTeTFXCpeKJjKejT+LuzaP2H0ShYzYAN7x6KVQEkJan3ldwZ555hkcOHAAALBv3z4cP3488/zq1avxpS99CQDw5ptvQgiBnh7K0xLi42wN/a1p6kNM6k4UuiadZhW10WorcXBamoeJMsIqltkH0qL/tLBduKiNMbL9GhpjmGtHCIBQziiHgJTSKaxJpkr5mGtFIHy/JVvX5NxF9zyAuga1vV0RAGDLusEmfoLWRdj/6NgQ0k7M6xvixIkTGBrSqkJBEEBKienp6brt/uRP/gTve9/7cOTIEXR3d1/cSAnpMGzAxvvSDAJt6K0Y6rK9FqQUCNMu2V1F3SU8UUyOaAQNkOZhpcdNJEUIl4pmnBopU2fFK3SHSTVTmeiCMci1MyO8aI1+vZF63rlxWU6fuPUYHeiyTqHwI12yJv2sLg8NuOGKscx7fXj/JgBAdzFq0uhbGz/lkXLPhLQPs9bYHDt2DMeOHcs89sILL2TuXyjn/wtf+AI++9nP4mMf+xiuuuqqujqcWkZGeucyZrLIcD80h7Wr+nH+P09CSIF4sqIjm90FnD5Xxu/8xnaMn5rA9/5jHADQW4pRiEN87tar8en/+X/Q01PkfmrAJz64E0N9xQV7P87xhSmVYgjoZodRrFXmhoa6MTLSgzgOUCxG6O0tYKqaoDBRQXdXjO7uAuI4RBhIJGnNTHd3AaEUiMIAZybKKCcK3d0FRFGAQiGCEAK9PQVUE4X+/hKWL+/L94O3ECMjvfjpifMIJFAohKgmCaQQ6OstolCYgAyqiMIAlWqCoJpYhcX5HNdL7VwYGOxGpaogU2XKVvn8rTKOpQ73Q+syq2Nz8OBBHDx4MPPY0aNHMT4+ji1btqBcLkMphShyqzyvvfYaTpw4gR07dqC/vx9XXXUVXnzxxVkdm/HxM/P8GGShGBnp5X5oEjdeMYbv/WAcUgKVSoJqNcHUZBlCCLsPJs5NQymFHWsHMF2u4o03zkIAOH16gvvpAoyPlxfkfXguzMyNV6zEPx//OZIkQVJVKEQSp06fRwSFajVBuVzFxPkypqcqqFaqmJwqY2JColyuQCUS5XIVUgpMTU6jIiXKQRXT5Sqmp6uYnCijXK6iEugozvnz00gShXOh5D6p4fz5KQRSYHq6gmqi01nPnZvC9HQF5UoClShUqgkqVWXTWt/uHC7Vc+Fdu8bw7edfgUJrHHdLdT+0GtwP+TOTYzmvVLS9e/fiiSeeAAA8+eST2LNnT+b5kydP4otf/CIqlQqq1Sr+/d//HRs2bJjPnyKkoxFpnoiRvw2kwP6rV9vnw8D1tQGAQtp/pVJNchgtIY7RoS4j7gwpgBt2jmH5QEk/kooCBGn6mC/VbCSiTQ2IFNKmrpm0KVMUb9LXzHsw1bAeK/dcU8Pk6wVI/zmKL8yZyNRzccoIaRvmJfd888034+mnn8ahQ4cQxzHuvvtuAMBDDz2E3bt3Y9euXbjppptw6NAhK/e8devWBR04IZ2AJ2aU3he4YvMIJs5OAgA2rOzDf77+lt02CiXeccVKOjakJVC2aWZWhtn0pNE1Ns7wBkyNjWdwW2Wv1IGBqbvJOkSJUGzO2YCMPDa8GiZPLS2OJMrVxM45mSMUDyCk7ZiXY2N619TyyU9+0t6+/fbbcfvtt89/ZIQsBexKqy68DoNsmepQXxGnzkzpTdPHtq4bwivjZ5s+VEJqUcqLqngHrlX3k855MXLNxlkxr3V9blzzTRNdyDg9aXSHZHFS2EBinUH3vBACH9i3AY/87x/Z/ULmjgLFAwhpJ/gtQUiO+EJFSimrBuWz0cqy6ifCQIKiaKQVMBEbUWMwX7lpWMs8pxEbq9yVbuKnRrk0NGEjMsbBMY6P7nUjsWKoq8mfsPWxERsTXQDsYomJCC8f7NJCD6FkxOZt4Kf0EULaAzo2hOSIX2sAAKuX99g6mvpt9e+eUojBvkKTRkjIhUkUbATG7y+z69LhNBXNNZ0N/HQ0L8VHCheVEekNY6ebCIMx0seG2TagFhv1gkvrswY5fKNcoLsY4pIxqsq9PVjbRUg7Ma9UNELIwmANOmgjsa8rRjBLA8Llg11YPsiVa9IamOPX7y8jhEh7MgmX/uQ58Ca643rbuG1tjQhERnhA0bhsiI3OAJDwamuAutsfOXBpw9YMpDHa0W7czoIQ0prQsSEkR3yjDhfoB0VIK+O63HviAdDNOY14gI6+eKpnosbpgYvcmPdyURxzn/mXjTD1NcZxNCl95rbBpKiRuWOvz3kPhBAyZ+jYEJIj5ktTCFOkOsO2NEpIC1Kr7AcYxyYVD7C/JWRaROOnpNXW09gaEbhUNCkBRfOyIVIKyEBY589XPvP3TThLJJjU41ImeewR0i7QsSEkR/xaA6XULP0SuGJNWg+/z5LBpKJJIWyNjfQiCoGfiuZVvdsUNOHu2/43tC0bIoRAHAbpLLromfCcREBLxZO3h+ljQ7+GkPaBVzpCcsQZhFr+dqbvz4BNPEgL0khlSwhg1XC3dnCkJwAAl14GwKoA+spqmSiOfT4rYUwcUgLbNwy5VDRvrvy5vnbL8vwG2aZ0lyIkTBEmpK2gpURIjpgVValLbGYkDPjlSloPEx2oZcVQl01FE3D9aqz6GVxdjfSiOgBc/5uaOhtSj6nRs04jXKNTwDk2OzcN5zTC9qUYBzY9khDSHjAVjZAcEQJpcY1AotSMOQ+M2JBWpFGNTU8pQhwFOHV2KlMnow9vl4omTFPOGudFGEU0CARCoioBxVy0hpiepUIISOjLiXMiFa7btiLP4bU1USjR3x3razMhpC2gpURIjtiVa8wuHnDNlpFmDImQt4VVM/OIowA9pQjrRnt1rU2ajmabbQqXcubSp0w/HN3M06ahSQEpJOjXN6a/y+tplUYXLt8wlN4VuGztYD4D6wC2rhvCpWsGrCNOCGl9+FVBSI4YeVsIYbu4X4idG5lKQlqP0aGuC3rkw/2lVDzARRGQOjNQRvVMZtLOorQQPgwkkAYxe0qRlYUmWTat7geQpvRBOzOFKJhFiITMFZEq+hFC2gOerYTkiJW1lbPX2BDSatx35Hp8/OatM3b6MKpotlYmfUyrnmVraKJQYu+OFVg+2IUolEiUghTApWsGMNhTbN4Ha0Os02jug77NQiAhQKVsQtoHnq6E5IgRDwi5IkjakKG+YmpQX3gbm3ZmFc90ehlg0sxcD5vuYojtG5ahpytCFEgoBRupuWSsrxkfqW3R/Wtg94UREyAXh5QCpQLLkQlpF2hNEZIjl6/XufC2mJqWCGlDZjpqhRBYPdKD/q44FQoQNpoQCGmV0nT0xnZjQRjo9MxGctKkHqeKpudrWX+R15MFIAgEbrlxc97DIITMETo2hOTInstHAegvz73bV2D5QCnnERHy9lk10nPB58JAII4CBIHMpqIBVhDAiAcYbI0N6OzPlVUjPan0s77/G3s3MBVtAYjDANVqkvcwCCFzhI4NITkjhO6XEEWSBdKkLfnNd1xywecGegsZqWcn6yycFLTXkNMQpzU29GvmxoHda/DOXWMZZ2bjqv7cxtMpRKFENWEBJCHtAh0bQnJGQOAjBy7Tes+EdBgbx/ohpcDWdYM23cwXDaiVfAZ0x/dl/UUoBaxbwdqaubJ+RV/GmbnhirEcR9MZxKFEQseGkLaBFXGEtABS0q8hnUsxClGMQ09IQAJCN5016WlSAkHahLNUCHH99pXYtKofYyM9GB8/k+8HaCPozCwsUcSIDSHtBB0bQnLGrFYbIQFCOo1tacNIpMXtEkhVz1QmDS3xShmiUM5Yu0NIM9izdQWbwxLSRvB0JaQFkEJg95bleQ+DkEWlGIcQAtiybhBdxTCVgNY/0it8J6RViEKJgJ4NIW0Dz1ZCcoa2HFkqbFs/BCGArkKIUiHEJWN9Vup546p+OjaEEEIuCjo2hOTMYB87qpOlx3B/UctASwEBgb7umKqAhBBCLgo6NoTkzAf2bch7CIQ0jQ0r+wABbFrVjy1rB3WNWfpNNDrQle/gCCGEtDXzEg8ol8s4evQoXn31VQRBgLvuugtr1qxpuO3v/d7vIY5j3H333Rc1UEIIIe3PO69chTfenIRIkzD7uwuYLlcBAKuXUyyAEELI/JlXxOaxxx5DX18fHnnkERw+fBj3339/w+3+5V/+BT/72c8uaoCEEEI6kDTrbOOqfmylIiAhhJAFYF6OzTPPPIMDBw4AAPbt24fjx4/XbTM9PY0///M/x6c+9amLGyEhhJCOwjTmJIQQQhaSeaWinThxAkNDeoUtCAJIKTE9PY04ju02Dz74IA4dOoSenrmnFoyM9M5nOGSB4X7IH+6D1oD7YXEYHu6BUpizWAD3Q/5wH7QG3A+tAfdD6zKrY3Ps2DEcO3Ys89gLL7yQua+UgvBW337yk5/gpZdewmc/+1k8++yzcx4Mu0vnz8hIL/dDznAftAbcD60B90P+cB+0BtwPrQH3Q/7M5FjO6tgcPHgQBw8ezDx29OhRjI+PY8uWLSiXy1BKIYoi+/y3v/1tvPrqq7jllltw9uxZnDx5Eg8//DAOHz58ER+DEEIIIYQQQhozr1S0vXv34oknnsANN9yAJ598Env27Mk8f9ttt+G2224DADz77LP4u7/7Ozo1hBBCCCGEkEVjXuIBN998M5IkwaFDh/A3f/M3uOOOOwAADz30EJ5//vkFHSAhhBBCCCGEzIZQSqm8B2FgzmL+MHc0f7gPWgPuh9aA+yF/uA9aA+6H1oD7IX9mqrGZV8SGEEIIIYQQQloJOjaEEEIIIYSQtoeODSGEEEIIIaTtoWNDCCGEEEIIaXvo2BBCCCGEEELaHjo2hBBCCCGEkLanpeSeCSGEEEIIIWQ+MGJDCCGEEEIIaXvo2BBCCCGEEELaHjo2hBBCCCGEkLaHjg0hhBBCCCGk7aFjQwghhBBCCGl76NgQQgghhBBC2p4w7wEAwJ/+6Z/ihRdegBACf/AHf4CdO3fmPaSOZ6Y5/+AHP4je3l57/7777sPo6Ggew1xy/PCHP8SRI0dw22234aMf/Wjew1kyzDTvPB/y495778Xx48dRqVRw++2346abbsp7SB3PTHPOcyEfJiYmcPToUbzxxhuYmprCkSNH8K53vSvvYXU0s805z4XWJXfH5l//9V/x05/+FI8++ih+/OMf4/d///dx7NixvIfV0cxlzv/qr/4qp9EtXc6fP48//uM/xnXXXZf3UJYUc5l3ng/N57vf/S5+9KMf4dFHH8WpU6fwoQ99iI7NIjOXOee50HyefPJJbN++HYcPH8Yrr7yCj3/843RsFpm5zDnPhdYkd8fmmWeewXve8x4AwKZNm/DWW2/h7Nmz6OnpyXlknctsc37u3Lk8h7dkieMYDz/8MB5++OG8h7KkmG3eeT7kw+7du20kub+/HxMTE6hWqwiCIOeRdS6zzTnPhXy4+eab7e3XXnuNkYEmMNuc81xoXXJ3bE6cOIFt27bZ+8uWLcP4+Dgdm0Vktjk/ffo07rjjDrzyyivYs2cPfvd3fxdCiLyGu2QIwxBhmPspueSYbd55PuRDEATo6uoCABw7dgzveMc76NQsMrPNOc+FfPnt3/5tvP7663jggQfyHsqS4UJzznOhdcndilJK1d3nwbG4zDbnn/vc5/D+978fhUIBR44cwT/90z/hve99b7OHSUhLwPMhX771rW/hb//2b/HVr34176EsGS405zwX8uUb3/gGvv/97+Pzn/88vvnNb9JWagIXmnOeC61L7qpoo6OjOHHihL3/q1/9CsPDwzmOqPOZbc5vvfVW9PT0IIoi7N+/Hz/4wQ/yGCYhLQHPh/z4zne+gwceeAAPP/xwplCXLB4zzTnPhXx46aWX8NprrwEAtm7dimq1ipMnT+Y8qs5mtjnnudC65O7Y7N27F//4j/8IAHj55ZexfPlypqEtMjPN+cmTJ3H48GGUy2UAwL/9279h8+bNuY2VkDzh+ZAfZ86cwb333osHH3wQAwMDeQ9nSTDTnPNcyI/nnnvORs9OnDiB8+fPY3BwMOdRdTYzzTnPhdZGqNq8pBy477778Nxzz0EIgT/8wz/Eli1b8h5Sx1M75y+//DJ6e3tx4MAB/MVf/AUef/xxxHGMyy+/HF/4whcgZe4+cMfz0ksv4Z577sErr7yCMAwxOjqKL3/5yzTqFplG837jjTdi9erVPB9y5NFHH8WXv/xlbNiwwT52zz33YGxsLMdRdTaN5nzPnj247LLLeC7kyOTkJO6880689tprmJycxGc+8xnceOONeQ+ro2k056dPn6ad1Aa0hGNDCCGEEEIIIRcD3UtCCCGEEEJI20PHhhBCCCGEENL20LEhhBBCCCGEtD10bAghhBBCCCFtDx0bQgghhBBCSNsT5j0AQgghS4d7770XL774IqampvDyyy9j165dAHTfiG9/+9sYHR3NeYSEEELaFco9E0IIaTq/+MUvcOutt+Kpp57KeyiEEEI6BEZsCCGE5M6NN96Ir33tazh+/Di+853vQCmFl19+Ge9///tRLpfx7LPPQimFr33ta+jq6sLjjz+Ov/7rv0YURejr68Mf/dEfsRs7IYQscVhjQwghpKV46aWXcO+99+KrX/0qvvKVr+D666/HN77xDcRxjKeffhqvvfYaHnjgAXz961/HX/7lX+Kaa67Bgw8+mPewCSGE5AwjNoQQQlqK7du3I45jrFixAkmS4OqrrwYAjI6O4syZM3j++ecxPj6OT3ziEwCA6elprF69Os8hE0IIaQHo2BBCCGkpgiDI3A9D91WllEIcx9i5cyejNIQQQjIwFY0QQkhbsWPHDnzve9/D+Pg4AOAf/uEf8K1vfSvnURFCCMkbRmwIIYS0FaOjo7jzzjtx++23o1QqoVgs4p577sl7WIQQQnKGcs+EEEIIIYSQtoepaIQQQgghhJC2h44NIYQQQgghpO2hY0MIIYQQQghpe+jYEEIIIYQQQtoeOjaEEEIIIYSQtoeODSGEEEIIIaTtoWNDCCGEEEIIaXvo2BBCCCGEEELanv8P63CEauL6EzQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14, 5))\n",
    "librosa.display.waveplot(x, sr=sr)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b005fbd-b08b-4cb0-b802-04bc3166a2a5",
   "metadata": {},
   "source": [
    "Now, let's plot a signal spectrogram to see the signal over time at various frequencies present in a particular waveform."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "820508d7-01c6-45fb-b1d9-61d196c37bc3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X = librosa.stft(x)\n",
    "Xdb = librosa.amplitude_to_db(abs(X))\n",
    "plt.figure(figsize=(14, 5))\n",
    "librosa.display.specshow(Xdb, sr=sr, x_axis=\"time\", y_axis=\"hz\")\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d41582ff-ff6e-44af-8692-2363f76d625e",
   "metadata": {},
   "source": [
    ".stft() converts data into short term Fourier transform. Using STFT we can determine the amplitude of various frequencies playing at a given time of an audio signal. \n",
    "\n",
    "The vertical axis shows frequencies (from 0 to 10000 Hz), and the horizontal axis shows the time of the clip. Since we heard the there is a silence in the begginig and at the end of the signal, spectrograms shows that there were no actions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2032536-6b7c-4480-accd-746e79f82248",
   "metadata": {},
   "source": [
    "## Feature extraction from Audio signal"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c0dfc9f-e501-445c-9fda-c9291332bf48",
   "metadata": {},
   "source": [
    "Audio signal consists of many features. Our particular example has dimensionality 88200. Therefore, we must extract the characteristics that are relevant for the given task. So, let's look at some feature extraction methods:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "966452ec-ff94-4a35-9645-2da8d192dd9b",
   "metadata": {},
   "source": [
    "## Spectral centroid \n",
    "\n",
    "It indicates at which frequency the energy of a spectrum is centered upon or in other words it indicates where the ”center of mass” for a sound is located."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fca0259e-1f3e-43f0-91a8-f2e5f947bc1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize(x, axis=0):\n",
    "    return sklearn.preprocessing.minmax_scale(x, axis=axis)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a07cfb8e-ca31-450a-a57d-4bcb439d0bed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(173,)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spectral_centroids = librosa.feature.spectral_centroid(x, sr=sr)[0]\n",
    "spectral_centroids.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1cb02884-6e4b-43a0-a979-a44e9d6f9d7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "frames = range(len(spectral_centroids))\n",
    "t = librosa.frames_to_time(frames)\n",
    "\n",
    "librosa.display.waveplot(x, sr=sr, alpha=0.4)\n",
    "plt.plot(t, normalize(spectral_centroids), color=\"r\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6dfd5585-40c8-4c5a-90d2-f10c973cf15e",
   "metadata": {},
   "source": [
    "## Spectral Rolloff\n",
    "It is a measure of the shape of the signal. It represents the frequency at which high frequencies decline to 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "83571edb-09c6-47e0-abc0-3823203a0f36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spectral_rolloff = librosa.feature.spectral_rolloff(x + 0.01, sr=sr)[0]\n",
    "librosa.display.waveplot(x, sr=sr, alpha=0.4)\n",
    "plt.plot(t, normalize(spectral_rolloff), color=\"r\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "231538c4-01f0-4f4f-b209-fd562e5c4cb2",
   "metadata": {},
   "source": [
    "## Spectral Bandwidth\n",
    "\n",
    "The spectral bandwidth is defined as the width of the band of light at one-half the peak maximum (or full width at half maximum [FWHM]) and is represented by the two vertical red lines and λSB on the wavelength axis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "7bbdc2bb-2984-4d17-8917-86bfda6a7925",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spectral_bandwidth_2 = librosa.feature.spectral_bandwidth(x + 0.01, sr=sr)[0]\n",
    "spectral_bandwidth_3 = librosa.feature.spectral_bandwidth(x + 0.01, sr=sr, p=3)[0]\n",
    "spectral_bandwidth_4 = librosa.feature.spectral_bandwidth(x + 0.01, sr=sr, p=4)[0]\n",
    "\n",
    "librosa.display.waveplot(x, sr=sr, alpha=0.4)\n",
    "plt.plot(t, normalize(spectral_bandwidth_2), color=\"r\")\n",
    "plt.plot(t, normalize(spectral_bandwidth_3), color=\"g\")\n",
    "plt.plot(t, normalize(spectral_bandwidth_4), color=\"y\")\n",
    "plt.legend((\"p = 2\", \"p = 3\", \"p = 4\"))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83c88cc0-09df-4901-88c9-a91f5665e7e9",
   "metadata": {},
   "source": [
    "## Mel-Frequency Cepstral Coefficients(MFCCs)\n",
    "\n",
    "The Mel frequency cepstral coefficients (MFCCs) of a signal are a small set of features which concisely describe the overall shape of a spectral envelope. It models the characteristics of the human voice."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9749e9b3-b45c-4e31-9f8c-8cf66070a3dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(30, 173)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mfccs = librosa.feature.mfcc(x, sr=sr, n_mfcc=30)\n",
    "print(mfccs.shape)\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "librosa.display.specshow(mfccs, sr=sr, x_axis='time')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da156a5c-1254-4319-82c2-7984950993ad",
   "metadata": {},
   "source": [
    "In this case, mfcc computed 30 MFCCs over 173 frames."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b68c1e8d-e5f9-4c30-a5c9-a8b1f4028b63",
   "metadata": {},
   "source": [
    "Conclusion: as our dataset is collected human speech The Mel frequency cepstral coefficients suits it the best and we will use this types features for our further work.\n",
    "\n",
    "References:\n",
    "* https://www.kdnuggets.com/2020/02/audio-data-analysis-deep-learning-python-part-1.html\n",
    "* https://towardsdatascience.com/extract-features-of-music-75a3f9bc265d"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
